WO2020083390A1 - Method, device and system for acquiring blood flow of large artery on heart surface, and storage medium - Google Patents

Method, device and system for acquiring blood flow of large artery on heart surface, and storage medium Download PDF

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Publication number
WO2020083390A1
WO2020083390A1 PCT/CN2019/113411 CN2019113411W WO2020083390A1 WO 2020083390 A1 WO2020083390 A1 WO 2020083390A1 CN 2019113411 W CN2019113411 W CN 2019113411W WO 2020083390 A1 WO2020083390 A1 WO 2020083390A1
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blood flow
waveform
image
coronary artery
heart
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PCT/CN2019/113411
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French (fr)
Chinese (zh)
Inventor
霍云飞
刘广志
王之元
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苏州润心医疗器械有限公司
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Priority claimed from CN201811247599.3A external-priority patent/CN109480873B/en
Priority claimed from CN201811432014.5A external-priority patent/CN111227821B/en
Application filed by 苏州润心医疗器械有限公司 filed Critical 苏州润心医疗器械有限公司
Priority to CN201980040573.8A priority Critical patent/CN112384138B/en
Publication of WO2020083390A1 publication Critical patent/WO2020083390A1/en

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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording pulse, heart rate, blood pressure or blood flow; Combined pulse/heart-rate/blood pressure determination; Evaluating a cardiovascular condition not otherwise provided for, e.g. using combinations of techniques provided for in this group with electrocardiography or electroauscultation; Heart catheters for measuring blood pressure
    • A61B5/026Measuring blood flow
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00Apparatus for radiation diagnosis, e.g. combined with radiation therapy equipment
    • A61B6/02Devices for diagnosis sequentially in different planes; Stereoscopic radiation diagnosis
    • A61B6/03Computerised tomographs

Definitions

  • the invention relates to the technical field of coronary arteries, in particular to a method, a device, a coronary artery analysis system and a computer storage medium for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images.
  • cardiovascular disease has become the "number one killer" of human health.
  • hemodynamics to analyze the physiological and pathological behavior of cardiovascular diseases has also become a very important method for the diagnosis of cardiovascular diseases.
  • Blood flow and flow rate are very important parameters of hemodynamics. How to measure blood flow rate and flow rate accurately and conveniently has become the focus of research.
  • Coronary CTA can accurately assess the degree of coronary stenosis, and can distinguish the nature of tube wall plaque. It is a non-invasive and simple operation method for diagnosing coronary artery disease. It can be used as the first choice for screening high-risk groups. Therefore, if intervention is made on the blood vessels of patients with coronary heart disease, the blood vessel assessment parameters of the patients' coronary arteries should be measured in the early stage.
  • the vascular assessment parameters include: FFR, IMR, etc .; FFR and IMR need to be based on the average blood flow velocity of the coronary artery, and the average blood flow velocity is related to the blood flow of a large artery on the heart surface of the coronary artery, so any of the heart surface
  • FFR and IMR need to be based on the average blood flow velocity of the coronary artery, and the average blood flow velocity is related to the blood flow of a large artery on the heart surface of the coronary artery, so any of the heart surface
  • the measurement accuracy of the blood flow of the root aorta directly affects the measurement accuracy of the blood vessel evaluation parameters, and the blood flow measured by the method of the prior art has the problem of inaccuracy.
  • the invention provides a non-invasive detection method, a method, device, system and storage medium for obtaining blood flow of aorta on the surface of the heart according to a known flow velocity waveform to solve a large artery on the surface of the heart obtained by non-invasive surgery in the prior art and its The problem of inaccurate branch blood flow.
  • the present application provides a method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images, including:
  • the above method for accurately acquiring the blood flow of a large artery on the heart surface based on the CT image before the method of acquiring the first blood flow Q t at the entrance of the coronary artery in the state of maximum congestion according to the volume of the myocardium Including: three-dimensional reconstruction of myocardium based on cardiac CT images, specifically:
  • the above method for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image the method for acquiring the first blood flow Q t at the entrance of the coronary artery according to the myocardial volume and a known flow velocity waveform includes :
  • V r myocardial volume
  • Q 0 myocardial blood flow in resting state
  • Q 0 is obtained by cardiac MRI or CT perfusion
  • Q 0 2 ⁇ 2.8ml / min / g
  • K represents a constant
  • the time t 1 of the heartbeat cycle of the CT image is obtained;
  • the above method for accurately acquiring blood flow of a large artery on the heart surface based on CT images includes:
  • the volume sum V 1 of any aortic vessel on the surface of the heart and its downstream vessels is obtained;
  • the above method for accurately acquiring blood flow of a large artery on the heart surface based on CT images the method for separating and obtaining a three-dimensional image of the coronary artery tree from the three-dimensional image of the myocardium includes:
  • Extract the aorta image according to the three-dimensional image of the heart process the aorta image to obtain a complete aorta complementary image, perform regional growth, and obtain an aorta image including a coronary artery entrance;
  • the above method for accurately acquiring blood flow of a large artery on the heart surface based on CT images the method for extracting a large artery image based on the three-dimensional image of the heart includes:
  • the above method for accurately obtaining the blood flow of a large artery on the heart surface based on CT images includes:
  • the volume sum V 1 of any aortic blood vessel on the surface of the heart and its downstream blood vessels is obtained.
  • the above method for accurately acquiring the blood flow of a large artery on the heart surface based on the CT image, and the method for acquiring the volume sum V t of all blood vessels on the heart surface according to the three-dimensional image of the coronary artery tree includes:
  • the three-dimensional image of the coronary artery tree contains three aortic vessels
  • the cumulative sum of the three aortic vessels V 1 is the sum of the volume of all the vessels on the heart surface V t .
  • the second blood flow Q waveform in the time domain is converted into the third blood flow Q f waveform in the frequency domain.
  • the present application provides a method for obtaining coronary vascular assessment parameters, including:
  • the coronary blood vessel assessment parameters are obtained.
  • the blood vessel parameters include: Vascular average diameter D, the total length of the center line L, the average flow velocity v, the inlet pressure P a coronary artery waveform, distal coronary artery stenosis ⁇ P waveform of pressure drop at the end.
  • the method for obtaining the average blood flow velocity v includes:
  • the average radius r of the blood vessel is obtained;
  • the coronary artery blood vessel assessment parameters include: microcirculation resistance index IMR and coronary blood flow reserve fraction FFR;
  • It represents the average value of the difference between the corresponding points of the P a waveform and the ⁇ P pressure waveform in a heartbeat cycle.
  • the coronary artery inlet P a waveform acquisition method comprising:
  • the diastolic and systolic blood pressure of the patient can be measured according to the non-invasive detector
  • the time t 1 of the heartbeat cycle of the CT image is obtained;
  • the P z -it 1 flow waveform is obtained, where i represents the number of heartbeat cycles contained in the P z -it 1 flow waveform, i ⁇ 1;
  • P zt P z denotes an average value acquired in the flow waveform P z -it 1 in the j-th heartbeat period, 1 ⁇ j ⁇ i;
  • the acquisition method of the pressure drop ⁇ P waveform at the distal end of the coronary artery stenosis includes:
  • the blood flow velocity waveform in the time domain is obtained based on the blood flow divided by the area equal to the flow rate, and the frequency domain is obtained according to the Fourier transform Blood flow velocity waveform, using numerical method to solve continuity and Navier-Stokes equation to solve the pressure drop ⁇ P f from the entrance of coronary artery to the distal end of coronary artery stenosis in frequency domain;
  • the ⁇ P waveform in the time domain state is obtained.
  • the method for solving the continuity and Navier-Stokes equations using the numerical method to obtain the pressure drop ⁇ P from the entrance of the coronary artery to the distal end of the coronary artery stenosis includes:
  • P, ⁇ , and ⁇ represent the coronary blood flow velocity, pressure, blood flow density, and blood flow viscosity, respectively.
  • the present application provides a device for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images.
  • the method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images is characterized in that: Including: a first blood flow acquisition unit, a second blood flow acquisition unit and a third blood flow acquisition unit connected in sequence;
  • the first blood flow obtaining unit is configured to obtain the first blood flow Q t waveform at the entrance of the coronary artery in the maximum congestion state according to the myocardial volume and a known flow velocity waveform;
  • the second blood flow acquisition unit is configured to receive the first blood flow Q t waveform at the entrance of the coronary artery in the maximum congestion state sent by the first blood flow acquisition unit, and acquire any one of the heart surface according to the Q t waveform
  • the third blood flow acquisition unit is configured to receive the second blood flow Q waveform of any aortic vessel on the heart surface and the downstream blood vessel sent by the second blood flow acquisition unit, and sequentially perform the second blood flow Q waveform Fourier transform and inverse Fourier transform to obtain the corrected third blood flow Q f waveform.
  • the above-mentioned device for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image further includes: a three-dimensional myocardial reconstruction unit connected to the first blood flow acquisition unit;
  • the myocardial three-dimensional reconstruction unit includes a CT image segmentation module, a three-dimensional reconstruction module and a myocardial three-dimensional image module connected in sequence, and the myocardial three-dimensional image module is connected to the first blood flow acquisition unit;
  • the CT image segmentation module is used to segment the CT image of the heart to obtain CT image information of the computed tomography angiography of the heart;
  • the three-dimensional reconstruction module is used to receive contrast CT image information sent by the CT image segmentation module, and reconstruct to obtain a three-dimensional image of the heart;
  • the myocardial three-dimensional image module is configured to receive the three-dimensional image of the heart sent by the three-dimensional reconstruction module, and separate the three-dimensional image of the myocardium from the three-dimensional image of the heart.
  • the present application provides a coronary artery analysis system, including: the device for accurately acquiring blood flow of a large artery on the cardiac surface based on any one of the CT images described above.
  • the present application provides a computer storage medium.
  • the computer program is executed by the processor, the above method for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image is realized.
  • This application provides a method for accurately obtaining blood flow of a large artery on the heart surface based on CT images.
  • Non-invasive detection methods are used. Because non-invasive methods cannot obtain the flow waveform and pressure waveform of patients corresponding to CT images, that is, invasive surgery The real-time flow rate or pressure value in the test results in the problem of inaccurate testing.
  • This application obtains the first blood flow rate Q t at the entrance of the coronary artery under the maximum congestion state through the previously acquired flow rate waveform of a certain patient. Waveform, and acquiring the second blood flow Q waveform of any aortic vessel on the surface of the heart and its downstream vessels.
  • the second blood flow Q is first subjected to Fourier transform, and then inverse Fourier transform, Converting the flow wave in the frequency domain back to the flow wave in the time domain to obtain the corrected third blood flow Q f waveform; calculating the coronary artery vascular assessment parameters by Q f improves the accuracy of the measurement of the coronary artery vascular assessment parameters.
  • FIG. 1 is a flowchart of Embodiment 1 of a method for accurately acquiring blood flow of a large artery on a cardiac surface based on CT images of the present application;
  • Figure 2 is the known flow velocity waveform of this application
  • Embodiment 3 is a flowchart of Embodiment 2 of a method for accurately acquiring blood flow of a large artery on a cardiac surface based on CT images of the present application;
  • step S100 of the present application is a flowchart of step S100 of the present application.
  • FIG. 5 is a schematic diagram of myocardial segmentation results of cardiac CT images of the present application.
  • step S200 of the present application is a flowchart of step S200 of the present application.
  • step S300 of the present application is a flowchart of step S300 of the present application.
  • step S310 of the present application is a flowchart of step S310 of the present application.
  • FIG. 9 is a schematic diagram of the segmentation result of a large artery with a coronary artery entrance of this application.
  • FIG. 10 is a schematic diagram of the segmentation result of the coronary artery entrance of this application.
  • FIG. 11 is a schematic diagram of the coronary artery segmentation result of this application.
  • FIG. 12 is a schematic diagram of a mesh model of the coronary artery segmentation result of this application.
  • step S311 of this application is a flowchart of step S311 of this application.
  • FIG. 14 is a schematic diagram corresponding to the blood vessel list and form of the application.
  • step S320 of the present application is a flowchart of step S320 of the present application.
  • step S330 of the present application is a flowchart of step S330 of the present application.
  • 17 is a schematic structural diagram of the first blood flow and the second blood flow of the heart and coronary arteries of the present application;
  • Embodiment 18 is a flowchart of Embodiment 3 of a method for obtaining coronary artery blood vessel evaluation parameters according to this application;
  • Figure 19 is the known aortic pressure waveform
  • Embodiment 4 is a structural block diagram of Embodiment 4 of an apparatus for accurately acquiring blood flow of a large artery on a cardiac surface based on CT images of the present application;
  • 21 is a structural block diagram of another embodiment of an apparatus for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images of the present application;
  • FIG. 22 is a structural block diagram of another embodiment of an apparatus for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images of this application;
  • FIG. 23 is a structural block diagram of the coronary artery analysis system of the present application.
  • Myocardial 3D reconstruction unit 100 CT image segmentation module 110, 3D reconstruction module 120, myocardium 3D image module 130, first blood flow acquisition unit 200, myocardial volume module 210, first blood flow Qt module 220, second blood flow acquisition Unit 300, a three-dimensional image module 310 of the coronary artery tree, a single aortic vessel volume module 320, a heart vessel volume module 330, a second blood flow acquisition module 340, a third blood flow acquisition unit 400, and a first flow wave module 410 , Fourier transform module 420, second flow wave module 430, inverse Fourier transform module 440, third flow acquisition module 450, vascular coronary artery blood vessel assessment parameter device 500, average blood flow velocity v module 510, pressure difference module 520, mean coronary inlet pressure module 530, microcirculation resistance index IMR module 540, coronary blood flow reserve fraction FFR module 550.
  • the vascular assessment parameters include: FFR, IMR, etc .; FFR and IMR need to be based on the average blood flow velocity of the coronary artery, and the average blood flow velocity is related to the blood flow of a large artery on the heart surface of the coronary artery, so any of the heart surface
  • FFR and IMR need to be based on the average blood flow velocity of the coronary artery, and the average blood flow velocity is related to the blood flow of a large artery on the heart surface of the coronary artery, so any of the heart surface
  • the measurement accuracy of the blood flow of the root aorta directly affects the measurement accuracy of the blood vessel evaluation parameters, and the blood flow measured by the method of the prior art has the problem of inaccuracy.
  • a method, device, system and storage medium for obtaining blood flow of the aorta and the aorta In order to solve the above problems, a method, device, system and storage medium for obtaining blood flow of the aorta and the aorta.
  • this application provides a method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images, including:
  • S400 Perform a Fourier transform and an inverse Fourier transform on the second blood flow Q waveform in sequence to obtain a corrected third blood flow Q f waveform.
  • This application provides a method for accurately obtaining blood flow of a large artery on the heart surface based on CT images.
  • Non-invasive detection methods are used. Because non-invasive methods cannot obtain the flow waveform and pressure waveform of patients corresponding to CT images, that is, invasive surgery cannot be obtained. The real-time flow rate or pressure value in the test results in the problem of inaccurate testing.
  • This application obtains the first blood flow rate Q t at the entrance of the coronary artery under the maximum congestion state through the previously acquired flow rate waveform of a certain patient. Waveform, and acquiring the second blood flow Q waveform of any aortic vessel on the surface of the heart and its downstream vessels.
  • the second blood flow Q is first subjected to Fourier transform, and then inverse Fourier transform, Converting the flow wave in the frequency domain back to the flow wave in the time domain to obtain the corrected third blood flow Q f waveform; calculating the coronary artery vascular assessment parameters by Q f improves the accuracy of the measurement of the coronary artery vascular assessment parameters.
  • the present application provides a method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images, including:
  • S200 includes:
  • S210 Determine the myocardial volume V r according to the three-dimensional image of the myocardium in S130;
  • V r myocardial volume
  • Q 0 myocardial blood flow at rest
  • Q 0 is obtained by cardiac MRI or CT perfusion
  • Q 0 2 ⁇ 2.8ml / min / g
  • K represents a constant, preferably , K is any positive number from 1 to 3;
  • the time t 1 of the heartbeat cycle of the CT image is obtained;
  • S300 includes:
  • S310 Separately obtain a three-dimensional image of the coronary artery tree from the three-dimensional image of the myocardium;
  • S310 includes:
  • S311 extract the aortic image according to the three-dimensional image of the heart obtained in S120, process the aortic image to obtain a complete aortic complementary image, and perform regional growth to obtain an aortic image including a coronary artery entrance as shown in FIG. 9;
  • the method for extracting the aorta image according to the three-dimensional image of the heart obtained in S120 in S311 includes:
  • S3140 sort the single blood vessels in S3130 in the order of the left binary tree to obtain the blood vessel list shown in FIG. 14;
  • S320 includes:
  • S330 includes:
  • the three-dimensional image of the coronary artery tree contains three aortic vessels
  • V S332 obtained according to 1 V S322, calculates three large arteries V 1 of the cumulative sum of all vessels of the surface of the heart is the sum of the volumes V t.
  • the second blood flow Q is sequentially subjected to Fourier transform and inverse Fourier transform to obtain a corrected third blood flow Q f .
  • S400 includes: transforming the second blood flow Q waveform in the time domain to a third blood flow Q f waveform in the frequency domain by Fourier transform.
  • the curve of the second blood flow Q and time t is the flow wave in the time domain after the Fourier transform is Q (w), because the ratio of the pressure wave P (w) and the flow wave Q (w) is the input impedance Z (w), where w is the Fourier transform angular frequency; as the frequency w increases, the reflected wave attenuation will increase, so the influence of the reflected wave will decrease as the reflected wave attenuation increases; When the wave effect is small, the input impedance approaches the characteristic impedance Zc, which is a value independent of the frequency w.
  • the obtained curve shows that the corresponding input impedance Z (w) at 6 times frequency multiplication is relatively close to the characteristic impedance Zc; therefore, through experiments, the first 1 to 5 arbitrary
  • the second blood flow Q corresponding to the numerical frequency doubling is preferably removed by 1 to 5 times the second blood flow Q corresponding to all the numerical doubling to obtain the filtered second blood flow Q, and then inverse Fourier transform is performed to convert The flow wave in the frequency domain is converted back to the flow wave in the time domain to obtain the corrected third blood flow Q f , and the coronary vascular assessment parameters are calculated by Q f , which improves the accuracy of the measurement of the coronary vascular assessment parameters.
  • this application provides a method for obtaining coronary artery vascular assessment parameters, including:
  • S600 Obtain coronary artery blood vessel assessment parameters based on the corrected third blood flow Q f waveform and the blood vessel parameters.
  • the blood vessel parameters include: Vascular average diameter D, the total length of the center line L, the average flow velocity v, the inlet pressure P a coronary artery waveform, coronary stenosis distal pressure drop ⁇ P waveform.
  • the method for obtaining the average blood flow velocity v includes:
  • the coronary artery blood vessel assessment parameters include: microcirculation resistance index IMR and coronary blood flow reserve fraction FFR;
  • It represents the average value of the difference between the corresponding points of the P a waveform and the ⁇ P pressure waveform in a heartbeat cycle.
  • a method of obtaining the waveform of the example embodiment of the present application, the inlet P a coronary artery comprising:
  • the diastolic blood pressure and systolic blood pressure of the patient are measured according to the non-invasive detector;
  • P zt P z denotes an average value acquired in the flow waveform P z -it 1 in the j-th heartbeat period, 1 ⁇ j ⁇ i;
  • the method for acquiring the pressure drop ⁇ P waveform at the distal end of the coronary artery stenosis includes:
  • the blood flow velocity waveform in the time domain is obtained based on the blood flow divided by the area equal to the flow rate, and the frequency domain is obtained according to the Fourier transform
  • the blood flow velocity waveform at the lower end using the numerical method to solve the continuity and Navier-Stokes equation to solve the pressure drop ⁇ P f from the entrance of the coronary artery to the distal end of the coronary artery stenosis in the frequency domain;
  • the method of solving the continuity and Navier-Stokes equation using the numerical method to solve the pressure drop ⁇ P from the entrance of the coronary artery to the distal end of the coronary artery stenosis includes
  • P, ⁇ , and ⁇ represent the coronary blood flow velocity, pressure, blood flow density, and blood flow viscosity, respectively.
  • the blood vessels are reordered according to the pressure drop ⁇ P.
  • the present application provides a device for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images.
  • the above method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images includes: The first blood flow acquisition unit 200, the second blood flow acquisition unit 300, and the third blood flow acquisition unit 400 are connected in sequence; the first blood flow acquisition unit 200 is used to acquire the maximum value based on the myocardial volume and a known flow velocity waveform The first blood flow Q t waveform at the entrance of the coronary artery in the hyperemic state; the second blood flow acquisition unit 300 is configured to receive the first blood at the entrance of the coronary artery in the maximum congestion state sent by the first blood flow acquisition unit 200 Flow Q t waveform, according to the Q t waveform, the second blood flow Q waveform of any aortic blood vessel on the surface of the heart and its downstream blood vessels is obtained; the third blood flow acquisition unit 400 is used to receive the heart sent by the second blood flow acquisition unit 300 The second blood flow
  • the device for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images further includes: a three-dimensional myocardial reconstruction unit 100 connected to the first blood flow acquiring unit 200; as shown in FIG.
  • the myocardial 3D reconstruction unit 100 includes a CT image segmentation module 110, a 3D reconstruction module 120, and a myocardial 3D image module 130 connected in sequence.
  • the myocardial 3D image module 130 is connected to the first blood flow acquisition unit 200; the CT image segmentation module 110 , Used to segment the CT image of the heart to obtain CT image information of the computed tomography angiography of the heart; the 3D reconstruction module 120 is used to receive the CT image information sent by the CT image segmentation module 110 to reconstruct and obtain the 3D image of the heart; the 3D image of the myocardium
  • the module 130 is configured to receive the three-dimensional image of the heart sent by the three-dimensional reconstruction module 120, and separate the three-dimensional image of the myocardium from the three-dimensional image of the heart.
  • the first blood flow rate acquiring unit 200 comprises: sequentially myocardial volume module 210 and connected to a first blood flow rate Q t acquisition module 220; cardiac volume and Myocardial dimensional image module 210 module 130 is connected, the first blood flow Q t module 220 is connected to the second blood flow acquisition unit 300; the myocardial volume module 210 is used to receive the three-dimensional image of the myocardium sent by the three-dimensional myocardial image module 130, and obtain the myocardial volume V r according to the three-dimensional image of the myocardium ;
  • the second blood flow acquisition unit 300 further includes: a three-dimensional image module 310 of a coronary artery tree connected in sequence, a single aortic vessel volume module 320, and a total vessel volume module on the heart surface 330 and a second blood flow acquisition module 340; the three-dimensional image module 310 of the coronary artery tree is connected to the myocardial three-dimensional image module 130, the second blood flow acquisition module 340 is connected to the single aortic vessel volume module 320, and the third blood flow acquisition unit 400 ; Coronary artery tree three-dimensional module 310, used to receive the three-dimensional image of the myocardium sent by the myocardial three-dimensional image module 130, separated from the three-dimensional image of the myocardium to obtain the three-dimensional image of the coronary artery tree; single aortic vessel volume module 320, used to receive the The three-dimensional image of the coronary artery tree of the arterial tree three-dimensional module 310 obtains the volume sum
  • the third blood flow acquisition unit 400 further includes: a first flow wave module 410, a Fourier transform module 420, a second flow wave module 430, and Fourier connected in sequence The inverse leaf transformation module 440 and the third flow acquisition module 450; the first flow wave module 410 is connected to the second blood flow acquisition module 340; the first flow wave module 410 is used to receive the second sent by the second blood flow acquisition module 340 Blood flow Q, which matches the second blood flow Q with real-time time to generate a curve of the second blood flow Q and time t, which is the flow wave in the time domain; the Fourier transform module 420 is used to receive the first flow wave The flow wave in the time domain sent by the module 410 is converted into the flow wave in the frequency domain by Fourier transform; the second flow wave module 430 is used to receive the Fourier transform module 420 to send The flow wave in the frequency domain of the frequency, the flow wave in the frequency domain is written as the sum of the fundamental frequency and each flow harmonic corresponding to
  • the present application provides a coronary artery analysis system, including: any one of the above-mentioned devices for accurately acquiring blood flow of a large artery on the heart surface based on CT images.
  • the coronary artery analysis system further includes: a vascular coronary artery vascular assessment parameter device 500 connected to a device for accurately acquiring blood flow of a large artery on the heart surface, vascular coronary artery vascular assessment 500 parameters of the device for acquiring a blood vessel parameters epicardial aortic root of a state of relaxation, comprising: an average vessel diameter D, the total length of the center line L, the average flow velocity v, the mean coronary inlet pressure P a, coronary stenosis The distal pressure P d and the coronary blood vessel evaluation parameters are obtained based on the corrected third blood flow Q f and the blood vessel parameters.
  • a vascular coronary artery vascular assessment parameter device 500 connected to a device for accurately acquiring blood flow of a large artery on the heart surface
  • vascular coronary artery vascular assessment 500 parameters of the device for acquiring a blood vessel parameters epicardial aortic root of a state of relaxation comprising: an average vessel diameter D, the total length of the center line L, the
  • the vascular coronary artery blood vessel assessment parameter device 500 further includes: an average blood flow velocity v module 510, a pressure difference module 520, an coronary mean pressure module 530, and
  • a microcirculation resistance index IMR module 540 connected to the average blood flow velocity v module 510, and / or
  • the coronary blood flow reserve fraction FFR module 550 connected to the average blood flow velocity v module 510;
  • the average blood flow velocity v module 510 is used to obtain the average blood vessel radius r according to the cumulative sum of the cross-sectional radius r of the aorta divided by the cumulative number; obtain the average blood vessel diameter D according to the average blood vessel radius r obtained in step a; according to Q f and D obtain the average blood flow velocity v.
  • the pressure difference module 520 is used to binarize the three-dimensional image of the coronary artery and draw an isosurface image to obtain the three-dimensional grid image of the coronary artery as shown in FIG. 12; the numerical method is used to solve the continuity and Navier-Stokes equations Solve the pressure drop ⁇ P from the entrance of the coronary artery to the distal end of the coronary artery stenosis, specifically: according to the formula among them, P, ⁇ , ⁇ represent the instantaneous blood flow velocity, pressure, blood flow density, blood flow viscosity of the coronary artery; the inlet boundary conditions are: the maximum congestion state, the inlet flow velocity of the coronary artery stenosis v 1 , v 2 , V 3 , v 4 , v 5 , where v 1 , v 2 , v 3 , v 4 , v 5 are the blood flow velocities located at 0, 0.2, 0.4 , 0.6, 0.8 radius positions from the center line;
  • Coronary artery inlet mean pressure module 530 is used to measure P a1 in real time according to the non-invasive detector 600; match the real-time measured P a1 with real-time time to generate a curve of P a1 and time t, which is the pressure wave in time ;
  • the pressure wave in the time domain is converted into a pressure wave in the frequency domain;
  • the pressure wave in the frequency domain is written as the sum of the pressure harmonics corresponding to the fundamental frequency and each frequency multiplier; remove n Corresponding pressure harmonics at frequency doubling; by inverse Fourier transform, converting pressure waves in the frequency domain into pressure waves in the time domain; obtaining the mean coronary inlet pressure P a ;
  • the obtained inlet pressure P a1 or the average coronary inlet pressure P a obtained by Fourier transform and inverse Fourier transform below is substituted into the formula to obtain the FFR value.
  • the present application provides a computer storage medium.
  • the computer program is executed by the processor, the above method for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image is realized.
  • aspects of the present invention can be implemented as a system, method, or computer program product. Therefore, various aspects of the present invention may be specifically implemented in the form of: a complete hardware implementation, a complete software implementation (including firmware, resident software, microcode, etc.), or a combination of hardware and software implementation, It can be collectively referred to as "circuit", "module” or “system” here.
  • various aspects of the present invention may also be implemented in the form of a computer program product in one or more computer-readable media that contains computer-readable program code. Implementation of the method and / or system of embodiments of the invention may involve performing, or completing selected tasks manually, automatically, or a combination thereof.
  • a data processor such as a computing platform for executing multiple instructions.
  • the data processor includes a volatile storage for storing instructions and / or data and / or a non-volatile storage for storing instructions and / or data, for example, a magnetic hard disk and / or Removable media.
  • a network connection is also provided.
  • a display and / or user input device such as a keyboard or mouse are also provided.
  • the computer-readable medium may be a computer-readable signal medium or a computer-readable storage medium.
  • the computer-readable storage medium may be, for example, but not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, device, or device, or any combination of the above.
  • a more specific example of a computer-readable storage medium will include the following:
  • the computer-readable storage medium may be any tangible medium that contains or stores a program, and the program may be used by or in combination with an instruction execution system, apparatus, or device.
  • the computer-readable signal medium may include a data signal that is propagated in baseband or as part of a carrier wave, in which computer-readable program code is carried. This propagated data signal can take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the above.
  • the computer-readable signal medium may also be any computer-readable medium other than a computer-readable storage medium, and the computer-readable medium may send, propagate, or transmit a program for use by or in combination with an instruction execution system, apparatus, or device. .
  • the program code contained on the computer-readable medium may be transmitted using any appropriate medium, including but not limited to wireless, wired, optical fiber cable, RF, etc., or any suitable combination of the foregoing.
  • any combination of one or more programming languages can be used to write computer program code for performing operations for various aspects of the invention, including object-oriented programming languages such as Java, Smalltalk, C ++, and conventional procedural programming languages, such as "C" programming language or similar programming language.
  • the program code may execute entirely on the user's computer, partly on the user's computer, as an independent software package, partly on the user's computer and partly on a remote computer, or entirely on the remote computer or server.
  • the remote computer may be connected to the user's computer through any kind of network, including a local area network (LAN) or a wide area network (WAN), or may be connected to an external computer (for example, through an Internet service provider Internet connection).
  • LAN local area network
  • WAN wide area network
  • Internet service provider Internet connection for example, AT&T, MCI, Sprint, EarthLink, MSN, GTE, etc.
  • each block of the flowchart and / or block diagram and a combination of blocks in the flowchart and / or block diagram can be implemented by computer program instructions.
  • These computer program instructions can be provided to the processor of a general-purpose computer, special-purpose computer, or other programmable data processing device, thereby producing a machine that causes these computer program instructions to be executed by the processor of the computer or other programmable data processing device A device that implements the functions / actions specified in one or more blocks in the flowchart and / or block diagram is generated.
  • These computer program instructions may also be stored in a computer-readable medium. These instructions cause the computer, other programmable data processing apparatus, or other equipment to work in a specific manner, so that the instructions stored in the computer-readable medium generate Articles of manufacture that implement the instructions of the functions / actions specified in one or more blocks in the flowchart and / or block diagram.
  • Computer program instructions can also be loaded onto a computer (eg, coronary artery analysis system) or other programmable data processing device to cause a series of operating steps to be performed on the computer, other programmable data processing device, or other device to produce a computer-implemented process So that instructions executed on a computer, other programmable device, or other equipment provide a process for implementing the functions / acts specified in the flowcharts and / or one or more block diagram blocks.
  • a computer eg, coronary artery analysis system

Abstract

A method for accurately acquiring the blood flow of a certain large artery on the heart surface on the basis of a CT image, comprising: according to the volume of the myocardium, acquiring a first blood flow Qt at the inlet of the coronary vessel in a maximum hyperemia (S200); according to the first blood flow Qt, acquiring a second blood flow Q of any one of the aortic blood vessels and downstream blood vessels on the heart surface (S300); and performing Fourier transformation on the second blood flow Q in sequence, so as to obtain Qf in the frequency domain (S400). Said method improves the accuracy of assessment parameter measurement for the coronary arterial blood vessels. Further disclosed are a corresponding device and system, and a storage medium.

Description

获取心表大动脉的血流量的方法、装置、系统及存储介质Method, device, system and storage medium for obtaining blood flow of cardiac surface aorta 技术领域Technical field
本发明涉及冠状动脉技术领域,特别是涉及一种基于CT图像精确获取心表某根大动脉的血流量的方法、装置、冠状动脉分析系统及计算机存储介质。The invention relates to the technical field of coronary arteries, in particular to a method, a device, a coronary artery analysis system and a computer storage medium for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images.
背景技术Background technique
世界卫生组织统计,心血管疾病已经成为人类健康的“头号杀手”。近些年,使用血流动力学分析心血管疾病的生理和病理行为也已经成为心血管疾病诊断的一个非常重要的手段。According to statistics from the World Health Organization, cardiovascular disease has become the "number one killer" of human health. In recent years, the use of hemodynamics to analyze the physiological and pathological behavior of cardiovascular diseases has also become a very important method for the diagnosis of cardiovascular diseases.
血液流量和流速作为血流动力学的非常重要的参数,如何准确、便捷地测量血液流量和流速成为广大研究学者研究的重点。Blood flow and flow rate are very important parameters of hemodynamics. How to measure blood flow rate and flow rate accurately and conveniently has become the focus of research.
冠脉CTA能准确评估冠脉狭窄程度,且能辨别管壁斑块性质,是一种无创、操作简单的诊断冠状动脉病变检查方法,可作为筛查高危人群的首选方法。因此,如果对于冠心病患者的血管进行干预,前期应该对患者冠脉进行血管评定参数的测量。Coronary CTA can accurately assess the degree of coronary stenosis, and can distinguish the nature of tube wall plaque. It is a non-invasive and simple operation method for diagnosing coronary artery disease. It can be used as the first choice for screening high-risk groups. Therefore, if intervention is made on the blood vessels of patients with coronary heart disease, the blood vessel assessment parameters of the patients' coronary arteries should be measured in the early stage.
血管评定参数包括:FFR、IMR等;而FFR和IMR均需要基于冠状动脉的平均血流速度,而平均血流速度与冠状动脉的心表某根大动脉的的血流量有关,因此心脏表面任意一根大动脉的血流量的测量的准确性直接影响血管评定参数的测量准确程度,而采用现有技术的方法测得的血流量存在不准确的问题。The vascular assessment parameters include: FFR, IMR, etc .; FFR and IMR need to be based on the average blood flow velocity of the coronary artery, and the average blood flow velocity is related to the blood flow of a large artery on the heart surface of the coronary artery, so any of the heart surface The measurement accuracy of the blood flow of the root aorta directly affects the measurement accuracy of the blood vessel evaluation parameters, and the blood flow measured by the method of the prior art has the problem of inaccuracy.
发明内容Summary of the invention
本发明提供了一种无创检测手段,根据已知的流速波形获取心脏表面大动脉的血流量的方法、装置、系统及存储介质以解决现有技术中通过无创手术获取的心脏表面某根大动脉及其分支的血流量不准确的问题。The invention provides a non-invasive detection method, a method, device, system and storage medium for obtaining blood flow of aorta on the surface of the heart according to a known flow velocity waveform to solve a large artery on the surface of the heart obtained by non-invasive surgery in the prior art and its The problem of inaccurate branch blood flow.
为实现上述目的,第一方面,本申请提供了一种基于CT图像精确获取的心表某根大动脉的血流量的方法,包括:To achieve the above objective, in the first aspect, the present application provides a method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images, including:
根据心肌容积和已知的一个流速波形(在最大充血态下,通过用多普勒超声导丝测量的任意一个患者的左前降支、右冠脉、左回旋支内的波形),获取最大充血态下的冠脉入口处的第一血流量Q t波形; Obtain maximum congestion based on myocardial volume and a known flow velocity waveform (in the maximum hyperemia state, the waveform in the left anterior descending branch, right coronary artery, and left circumflex branch of any patient measured by Doppler ultrasound guide wire) The waveform of the first blood flow Q t at the entrance of coronary artery
根据所述第一血流量Q t波形,获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形; Obtaining the second blood flow Q waveform of any aortic blood vessel on the surface of the heart and the downstream blood vessel according to the first blood flow Q t waveform;
对所述第二血流量Q波形依次进行傅里叶变换,获得修正后的第三血流量Q f波形。 Perform a Fourier transform on the second blood flow Q waveform in sequence to obtain a corrected third blood flow Q f waveform.
可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的方法,在所述根据心肌容积,获取最大充血态下的冠脉入口处的第一血流量Q t的方法之前还包括:根据心脏CT图像进行心肌三维重建,具体为: Optionally, the above method for accurately acquiring the blood flow of a large artery on the heart surface based on the CT image, before the method of acquiring the first blood flow Q t at the entrance of the coronary artery in the state of maximum congestion according to the volume of the myocardium Including: three-dimensional reconstruction of myocardium based on cardiac CT images, specifically:
分割心脏CT图像,获取心脏的计算机断层扫描血管造影CT图像信息;Segment the CT image of the heart to obtain CT image information of the computed tomography angiography of the heart;
重建,获得心脏的三维图像;Reconstruction to obtain a three-dimensional image of the heart;
从所述心脏的三维图像中分离获得心肌的三维图像。可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的方法,所述根据心肌容积和已知的一个流速波形,获取冠脉入口处的第一血流量Q t的方法包括: Separately obtain a three-dimensional image of the myocardium from the three-dimensional image of the heart. Optionally, the above method for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image, the method for acquiring the first blood flow Q t at the entrance of the coronary artery according to the myocardial volume and a known flow velocity waveform includes :
根据所述心肌的三维图像,确定心肌容积V rDetermine the myocardial volume V r according to the three-dimensional image of the myocardium;
根据心肌容积,获取最大充血态下冠脉入口处的第一血流量Q t,公式为: According to the volume of myocardium, the first blood flow Q t at the entrance of the coronary artery under the maximum congestion state is obtained, the formula is:
Q tmean=V r×Q 0×K; Q tmean = V r × Q 0 × K;
其中,V r表示心肌容积;Q 0表示静息态下的心肌血流量,Q 0通过心脏核磁MRI或者CT灌流获得,或者Q 0=2~2.8ml/min/g;K表示常数; Among them, V r represents myocardial volume; Q 0 represents myocardial blood flow in resting state, Q 0 is obtained by cardiac MRI or CT perfusion, or Q 0 = 2 ~ 2.8ml / min / g; K represents a constant;
基于所述Q t mean和所述CT图像,获得所述CT图像的心跳周期的时间t 1Based on the Q t mean and the CT image, the time t 1 of the heartbeat cycle of the CT image is obtained;
将已知的流速波形上的心跳周期时间调整为t 1Adjust the heartbeat cycle time on the known flow velocity waveform to t 1 ;
根据流速乘以横截面积等于血流量Q a,获取Q a-it 1流量波形,其中,i表示在Q a-it 1流量波形中含有的心跳周期个数,i≥1; According to the flow velocity multiplied by the cross-sectional area equal to the blood flow Q a , obtain the Q a -it 1 flow waveform, where i represents the number of heartbeat cycles contained in the Q a -it 1 flow waveform, i≥1;
根据公式:
Figure PCTCN2019113411-appb-000001
其中,Q at表示获取Q a-it 1流量波形中j个心跳周期内Q a的平均值,1≤j≤i;
According to the formula:
Figure PCTCN2019113411-appb-000001
Among them, Q at means to obtain the average value of Q a in j heartbeat cycles in the flow waveform of Q a -it 1 , 1≤j≤i;
根据公式Q t=Q a×Q t mean/Q at,获取第一血流量Q t波形。 According to the formula Q t = Q a × Q t mean / Q at , the first blood flow Q t waveform is obtained.
可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的方法,所述获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q的方法包括:Optionally, the above method for accurately acquiring blood flow of a large artery on the heart surface based on CT images. The method for acquiring the second blood flow Q of any aortic blood vessel on the surface of the heart and its downstream blood vessels includes:
从所述心肌的三维图像中分离获得冠状动脉树的三维图像;Separate the three-dimensional image of the coronary artery tree from the three-dimensional image of the myocardium;
根据所述冠状动脉树的三维图像,获取心脏表面任意一根大动脉血管及其下游血管的体积之和V 1According to the three-dimensional image of the coronary artery tree, the volume sum V 1 of any aortic vessel on the surface of the heart and its downstream vessels is obtained;
根据所述冠状动脉树的三维图像,获取心脏表面全部血管的体积之和V tObtain the sum V t of the volume of all blood vessels on the heart surface according to the three-dimensional image of the coronary artery tree;
根据Q t、V 1、V t获取第二血流量Q,具体公式为: Obtain the second blood flow Q according to Q t , V 1 , and V t , the specific formula is:
Q=Q t×(V 1/V t) 3/4Q = Q t × (V 1 / V t ) 3/4 .
可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的方法,所述从所述心肌的三维图像中分离获得冠状动脉树的三维图像的方法,包括:Optionally, the above method for accurately acquiring blood flow of a large artery on the heart surface based on CT images, the method for separating and obtaining a three-dimensional image of the coronary artery tree from the three-dimensional image of the myocardium includes:
根据所述心脏的三维图像提取大动脉图像,对所述大动脉图像进行处理得到全大动脉互补图像,进行区域生长,得到含有冠状动脉入口的大动脉图像;Extract the aorta image according to the three-dimensional image of the heart, process the aorta image to obtain a complete aorta complementary image, perform regional growth, and obtain an aorta image including a coronary artery entrance;
根据所述含有冠状动脉入口的大动脉图像与全大动脉互补图像,得到含有冠状动脉口的图像,确定冠状动脉入口;Determine the entrance of the coronary artery based on the image of the aorta containing the entrance of the coronary artery and the complementary image of the whole aorta to obtain an image containing the entrance of the coronary artery;
在所述心肌三维图像上以冠状动脉入口为种子点,通过区域生长提取冠状动脉,计算冠状动脉的平均灰度和平均方差,根据冠脉灰度分布,沿着冠状动脉的延伸方向提取所述冠状动脉树的三维图像。Taking the coronary artery entrance as the seed point on the three-dimensional myocardial image, extracting the coronary artery through regional growth, calculating the average grayscale and average variance of the coronary artery, and extracting the coronary artery along the extending direction of the coronary artery according to the grayscale distribution of the coronary artery Three-dimensional image of coronary artery tree.
可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的方法,所述根据所述心脏的三维图像提取大动脉图像的方法包括:Optionally, the above method for accurately acquiring blood flow of a large artery on the heart surface based on CT images, the method for extracting a large artery image based on the three-dimensional image of the heart includes:
根据所述心脏的三维图像,提取所述大动脉截面以及中心线;Extract the cross section of the aorta and the centerline according to the three-dimensional image of the heart;
获取所述大动脉的截面半径r以及所述中心线总长度L;Obtain the cross-sectional radius r of the aorta and the total length L of the centerline;
将所述中心线按照左二叉树规则分成独立的单根血管;Divide the center line into independent single blood vessels according to the rule of the left binary tree;
按照所述左二叉树的顺序将单根所述血管进行排序,得到所述血管列表;Sort the single blood vessels according to the order of the left binary tree to obtain the blood vessel list;
根据所述血管列表,获取所述大动脉图像。Acquire the aorta image according to the blood vessel list.
可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的方法,所述获取心脏表面任意一根大动脉血管及其下游血管的体积之和V 1的方法包括: Optionally, the above method for accurately obtaining the blood flow of a large artery on the heart surface based on CT images. The method for obtaining the sum V 1 of the volume of any large artery blood vessel on the surface of the heart and its downstream blood vessels includes:
根据所述大动脉的截面半径r获取所述截面面积S;Obtaining the cross-sectional area S according to the cross-sectional radius r of the aorta;
根据采集的每个所述大动脉的截面之间时间差值获取相邻所述大动脉截面之间的中心线分段长度L 1Obtaining the length L 1 of the centerline segment between adjacent sections of the aorta according to the collected time difference between the sections of the aorta;
根据每个所述截面面积S与L 1的乘积获取一个单元的大动脉血管的体积V 11Obtaining the volume V 11 of a unit of aortic blood vessel according to the product of each of the cross-sectional areas S and L 1 ;
根据体积V 11的累积总和,获取所述心脏表面任意一根大动脉血管及其下游血管的体积之和V 1According to the cumulative sum of the volume V 11 , the volume sum V 1 of any aortic blood vessel on the surface of the heart and its downstream blood vessels is obtained.
可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的方法,所述根据所述冠状动脉树的三维图像,获取心脏表面全部血管的体积之和V t的方法包括: Optionally, the above method for accurately acquiring the blood flow of a large artery on the heart surface based on the CT image, and the method for acquiring the volume sum V t of all blood vessels on the heart surface according to the three-dimensional image of the coronary artery tree includes:
所述冠状动脉树的三维图像中含有3根所述大动脉血管;The three-dimensional image of the coronary artery tree contains three aortic vessels;
3根所述大动脉血管V 1的累积之和即为心脏表面全部血管的体积之和V tThe cumulative sum of the three aortic vessels V 1 is the sum of the volume of all the vessels on the heart surface V t .
可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的方法,所述对所述第二血流量Q依次进行傅里叶变换和傅里叶逆变换,获得修正后的第三血流量Q f的方法包括: Optionally, in the above method for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image, the second blood flow Q is sequentially subjected to Fourier transform and inverse Fourier transform to obtain the corrected first Three blood flow Q f methods include:
通过傅里叶变换,将时间域下的第二血流量Q波形转换为频域下的第三血流量Q f波形。 By Fourier transform, the second blood flow Q waveform in the time domain is converted into the third blood flow Q f waveform in the frequency domain.
第二方面,本申请提供了一种获取冠状动脉血管评定参数的方法,包括:In a second aspect, the present application provides a method for obtaining coronary vascular assessment parameters, including:
上述的基于CT图像精确获取心表某根大动脉的血流量的方法;The above method for accurately obtaining the blood flow of a large artery on the heart surface based on CT images;
获取心表所述某根大动脉的最大充血态下的血管参数;Obtain the vascular parameters of the largest congestion state of a large artery mentioned on the heart table;
根据修正后的第三血流量Q f波形和所述血管参数,获取冠状动脉血管评定参数。 Based on the corrected third blood flow Q f waveform and the blood vessel parameters, the coronary blood vessel assessment parameters are obtained.
可选地,上述的获取冠状动脉血管评定参数的方法,所述血管参数包括:血管平均直径D、中心线总长度L、平均血流速度v、冠状动脉入口压力P a波形、冠状动脉狭窄远端的压力降ΔP波形。 Alternatively, coronary artery evaluation parameter acquisition methods described above, the blood vessel parameters include: Vascular average diameter D, the total length of the center line L, the average flow velocity v, the inlet pressure P a coronary artery waveform, distal coronary artery stenosis ΔP waveform of pressure drop at the end.
可选地,上述的获取冠状动脉血管评定参数的方法,所述平均血流速度v的获取方法包括:Optionally, in the above method for obtaining coronary artery blood vessel assessment parameters, the method for obtaining the average blood flow velocity v includes:
根据所述大动脉的截面半径r的累积之和除以累积个数,获得血管平均半径r;According to the cumulative sum of the cross-sectional radius r of the aorta divided by the cumulative number, the average radius r of the blood vessel is obtained;
根据血管平均半径r获取血管平均直径D;Obtain the average blood vessel diameter D according to the average blood vessel radius r;
根据第三血流量Q f波形,获取一个心跳周期内Q f平均值
Figure PCTCN2019113411-appb-000002
According to the third blood flow Q f waveform, obtain the average value of Q f within a heartbeat cycle
Figure PCTCN2019113411-appb-000002
根据Q f、D获取平均血流速度v,具体公式为: Obtain the average blood flow velocity v according to Q f and D. The specific formula is:
Figure PCTCN2019113411-appb-000003
Figure PCTCN2019113411-appb-000003
根据上述的获取冠状动脉血管评定参数的方法,其特征在于,所述冠状动脉血管评定参数包括:微循环阻力指数IMR、冠状动脉血流储备分数FFR;According to the above method for obtaining coronary artery blood vessel assessment parameters, the coronary artery blood vessel assessment parameters include: microcirculation resistance index IMR and coronary blood flow reserve fraction FFR;
所述
Figure PCTCN2019113411-appb-000004
或所述
Figure PCTCN2019113411-appb-000005
Said
Figure PCTCN2019113411-appb-000004
Or said
Figure PCTCN2019113411-appb-000005
其中,
Figure PCTCN2019113411-appb-000006
表示一个心跳周期内P a波形与ΔP压力波形对应点之差的平均值。
Figure PCTCN2019113411-appb-000007
表示一个心跳周期内P a波形上的冠状动脉入口压力P a的平均值。
among them,
Figure PCTCN2019113411-appb-000006
It represents the average value of the difference between the corresponding points of the P a waveform and the ΔP pressure waveform in a heartbeat cycle.
Figure PCTCN2019113411-appb-000007
Represent the mean coronary inlet pressure P a P a waveform of a heartbeat period.
可选地,上述的获取冠状动脉血管评定参数的方法,所述冠状动脉入口P a的波形获取方法包括: Alternatively, coronary artery evaluation parameter acquisition methods described above, the coronary artery inlet P a waveform acquisition method comprising:
根据无创检测仪测量得到患者的舒张压和收缩压;The diastolic and systolic blood pressure of the patient can be measured according to the non-invasive detector;
根据公式
Figure PCTCN2019113411-appb-000008
获取平均动脉压,其中,Psys表示收缩压,Pdia表示舒张压;
According to the formula
Figure PCTCN2019113411-appb-000008
Obtain the average arterial pressure, where Psys represents systolic pressure and Pdia represents diastolic pressure;
基于所述CT图像,获得所述CT图像的心跳周期的时间t 1Based on the CT image, the time t 1 of the heartbeat cycle of the CT image is obtained;
将已知的流速波形上的心跳周期时间调整为t 1Adjust the heartbeat cycle time on the known flow velocity waveform to t 1 ;
基于已知的主动脉压力波形,获取P z-it 1流量波形,其中,i表示在P z-it 1流量波形中含有的心跳周期个数,i≥1; Based on the known aortic pressure waveform, the P z -it 1 flow waveform is obtained, where i represents the number of heartbeat cycles contained in the P z -it 1 flow waveform, i≥1;
根据公式:
Figure PCTCN2019113411-appb-000009
其中,P zt表示获取P z-it 1流量波形中j个心跳周期内P z的平均值,1≤j≤i;
According to the formula:
Figure PCTCN2019113411-appb-000009
Wherein, P zt P z denotes an average value acquired in the flow waveform P z -it 1 in the j-th heartbeat period, 1≤j≤i;
根据公式P a=Pz×P t mean/P zt,获取冠状动脉入口压力P a波形。 According to the formula P a = Pz × P t mean / P zt, acquiring the inlet pressure P a coronary artery waveform.
可选地,上述的获取冠状动脉血管评定参数的方法,所述冠状动脉狭窄远端的压力降ΔP波形的获取方法包括:Optionally, in the above method for obtaining assessment parameters of coronary arteries, the acquisition method of the pressure drop ΔP waveform at the distal end of the coronary artery stenosis includes:
对冠状动脉树的三维图像进行三维网格分割;3D mesh segmentation of 3D image of coronary artery tree;
在每一个时间域下,基于时间域下的第三血流量波Q f波形,根据血流量除以面积等于流速,获取时间域下的血流速度波形,根据傅里叶变换获取频域下的血流速度波形,采用数值法求解连续性和Navier-Stokes方程求解频域下的冠状动脉入口至冠状动脉狭窄远端的压力降ΔP fIn each time domain, based on the third blood flow wave Q f waveform in the time domain, the blood flow velocity waveform in the time domain is obtained based on the blood flow divided by the area equal to the flow rate, and the frequency domain is obtained according to the Fourier transform Blood flow velocity waveform, using numerical method to solve continuity and Navier-Stokes equation to solve the pressure drop ΔP f from the entrance of coronary artery to the distal end of coronary artery stenosis in frequency domain;
基于傅里叶逆变换,求得时域态下的ΔP波形。Based on the inverse Fourier transform, the ΔP waveform in the time domain state is obtained.
可选地,上述的获取冠状动脉血管评定参数的方法,所述采用数值法求解连续性和Navier-Stokes方程求解冠状动脉入口至冠状动脉狭窄远端的压力降△P的方法包括:Optionally, in the above method for obtaining the evaluation parameters of the coronary arteries, the method for solving the continuity and Navier-Stokes equations using the numerical method to obtain the pressure drop ΔP from the entrance of the coronary artery to the distal end of the coronary artery stenosis includes:
采用数值法求解连续性和Navier-Stokes方程,具体公式为:The numerical method is used to solve the continuity and Navier-Stokes equations, the specific formula is:
Figure PCTCN2019113411-appb-000010
Figure PCTCN2019113411-appb-000010
Figure PCTCN2019113411-appb-000011
Figure PCTCN2019113411-appb-000011
其中,
Figure PCTCN2019113411-appb-000012
P、ρ、μ分别表示冠状动脉的血流速度、压力、血流密度、血流粘性。
among them,
Figure PCTCN2019113411-appb-000012
P, ρ, and μ represent the coronary blood flow velocity, pressure, blood flow density, and blood flow viscosity, respectively.
第三方面,本申请提供了一种基于CT图像精确获取心表某根大动脉的血流量的装置,用于上述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,包括:依次连接的第一血流量获取单元、第二血流量获取单元和第三血流量获取单元;In a third aspect, the present application provides a device for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images. The method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images is characterized in that: Including: a first blood flow acquisition unit, a second blood flow acquisition unit and a third blood flow acquisition unit connected in sequence;
所述第一血流量获取单元,用于根据心肌容积和已知的一个流速波形,获取最大充血态下的冠脉入口处的第一血流量Q t波形; The first blood flow obtaining unit is configured to obtain the first blood flow Q t waveform at the entrance of the coronary artery in the maximum congestion state according to the myocardial volume and a known flow velocity waveform;
所述第二血流量获取单元,用于接收第一血流量获取单元发送的最大充血态下的冠脉入口处的所述第一血流量Q t波形,根据Q t波形获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形; The second blood flow acquisition unit is configured to receive the first blood flow Q t waveform at the entrance of the coronary artery in the maximum congestion state sent by the first blood flow acquisition unit, and acquire any one of the heart surface according to the Q t waveform The second blood flow Q waveform of the aortic vessel and its downstream vessels;
所述第三血流量获取单元,用于接收第二血流量获取单元发送的心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形,对所述第二血流量Q波形依次进行傅里叶变换和傅里叶逆变换,获得修正后的第三血流量Q f波形。 The third blood flow acquisition unit is configured to receive the second blood flow Q waveform of any aortic vessel on the heart surface and the downstream blood vessel sent by the second blood flow acquisition unit, and sequentially perform the second blood flow Q waveform Fourier transform and inverse Fourier transform to obtain the corrected third blood flow Q f waveform.
可选地,上述的基于CT图像精确获取心表某根大动脉的血流量的装置,还包括:与所述第一血流量获取单元连接的心肌三维重建单元;Optionally, the above-mentioned device for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image further includes: a three-dimensional myocardial reconstruction unit connected to the first blood flow acquisition unit;
所述心肌三维重建单元包括依次连接的CT图像分割模块、三维重建模块和心肌三维图像模块,所述心肌三维图像模块与所述第一血流量获取单元连接;The myocardial three-dimensional reconstruction unit includes a CT image segmentation module, a three-dimensional reconstruction module and a myocardial three-dimensional image module connected in sequence, and the myocardial three-dimensional image module is connected to the first blood flow acquisition unit;
所述CT图像分割模块,用于分割心脏CT图像,获取心脏的计算机断层扫描血管造影CT图像信息;The CT image segmentation module is used to segment the CT image of the heart to obtain CT image information of the computed tomography angiography of the heart;
所述三维重建模块用于接收所述CT图像分割模块发送的造影CT图像信息,重建,获得心脏的三维图像;The three-dimensional reconstruction module is used to receive contrast CT image information sent by the CT image segmentation module, and reconstruct to obtain a three-dimensional image of the heart;
所述心肌三维图像模块,用于接收所述三维重建模块发送的心脏的三维图像,从心脏的三维图像中分离获得心肌的三维图像。The myocardial three-dimensional image module is configured to receive the three-dimensional image of the heart sent by the three-dimensional reconstruction module, and separate the three-dimensional image of the myocardium from the three-dimensional image of the heart.
第四方面,本申请提供了一种冠状动脉分析系统,包括:上述任一项所述的基于CT图像精确获取心表某根大动脉的血流量的装置。According to a fourth aspect, the present application provides a coronary artery analysis system, including: the device for accurately acquiring blood flow of a large artery on the cardiac surface based on any one of the CT images described above.
第五方面,本申请提供了一种计算机存储介质,计算机程序被处理器执行时实现上述的基于CT图像精确获取心表某根大动脉的血流量的方法。According to a fifth aspect, the present application provides a computer storage medium. When the computer program is executed by the processor, the above method for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image is realized.
本申请实施例提供的方案带来的有益效果至少包括:The beneficial effects brought by the solutions provided in the embodiments of the present application include at least:
本申请提供了一种基于CT图像精确获取心表某根大动脉的血流量的方法,采用了无创检测手段,由于无创手段无法得到CT图像对应患者的流量波形以及压力波形,即无法获取有创手术中的实时流量或者压力值,因此存在测试不准确的问题,本申请通过以往获取的已知的某一位患者的流速波形,获取最大充血态下的冠脉入口处的第一血流量Q t波形,以及获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形,进一步地,本申请对第二血流量Q先进行傅里叶变换,,再进行傅里叶逆变换,将频域下的流量波转换回时域下的流量波获得修正后的第三血流量Q f波形;通过Q f计算冠状动脉血管评定参数,提高了冠状动脉血管评定参数测量的准确度。 This application provides a method for accurately obtaining blood flow of a large artery on the heart surface based on CT images. Non-invasive detection methods are used. Because non-invasive methods cannot obtain the flow waveform and pressure waveform of patients corresponding to CT images, that is, invasive surgery The real-time flow rate or pressure value in the test results in the problem of inaccurate testing. This application obtains the first blood flow rate Q t at the entrance of the coronary artery under the maximum congestion state through the previously acquired flow rate waveform of a certain patient. Waveform, and acquiring the second blood flow Q waveform of any aortic vessel on the surface of the heart and its downstream vessels. Further, in this application, the second blood flow Q is first subjected to Fourier transform, and then inverse Fourier transform, Converting the flow wave in the frequency domain back to the flow wave in the time domain to obtain the corrected third blood flow Q f waveform; calculating the coronary artery vascular assessment parameters by Q f improves the accuracy of the measurement of the coronary artery vascular assessment parameters.
附图说明BRIEF DESCRIPTION
此处所说明的附图用来提供对本发明的进一步理解,构成本发明的一部分,本发明的示意性实施例及其说明用于解释本发明,并不构成对本发明的不当限定。在附图中:The drawings described herein are used to provide a further understanding of the present invention and constitute a part of the present invention. The schematic embodiments of the present invention and their descriptions are used to explain the present invention and do not constitute an undue limitation on the present invention. In the drawings:
图1为本申请的基于CT图像精确获取的心表某根大动脉的血流量的方法的实施例1的流程图;FIG. 1 is a flowchart of Embodiment 1 of a method for accurately acquiring blood flow of a large artery on a cardiac surface based on CT images of the present application;
图2为本申请的已知流速波形;Figure 2 is the known flow velocity waveform of this application;
图3为本申请的基于CT图像精确获取的心表某根大动脉的血流量的方法的实施例2的流程图;3 is a flowchart of Embodiment 2 of a method for accurately acquiring blood flow of a large artery on a cardiac surface based on CT images of the present application;
图4为本申请的步骤S100的流程图;4 is a flowchart of step S100 of the present application;
图5为本申请的心脏CT图像的心肌分割结果示意图;5 is a schematic diagram of myocardial segmentation results of cardiac CT images of the present application;
图6为本申请的步骤S200的流程图;6 is a flowchart of step S200 of the present application;
图7为本申请的步骤S300的流程图;7 is a flowchart of step S300 of the present application;
图8为本申请的步骤S310的流程图;8 is a flowchart of step S310 of the present application;
图9为本申请的带有冠脉入口的大动脉分割结果示意图;9 is a schematic diagram of the segmentation result of a large artery with a coronary artery entrance of this application;
图10为本申请的冠脉入口的分割结果示意图;10 is a schematic diagram of the segmentation result of the coronary artery entrance of this application;
图11为本申请的冠状动脉的分割结果示意图;11 is a schematic diagram of the coronary artery segmentation result of this application;
图12为本申请的冠状动脉分割结果的网格模型示意图;12 is a schematic diagram of a mesh model of the coronary artery segmentation result of this application;
图13为本申请的步骤S311的流程图;13 is a flowchart of step S311 of this application;
图14为本申请的血管列表与形态的对应示意图;14 is a schematic diagram corresponding to the blood vessel list and form of the application;
图15为本申请的步骤S320的流程图;15 is a flowchart of step S320 of the present application;
图16为本申请的步骤S330的流程图;16 is a flowchart of step S330 of the present application;
图17为本申请的心脏及冠状动脉第一血流量和第二血流量的结构示意图;17 is a schematic structural diagram of the first blood flow and the second blood flow of the heart and coronary arteries of the present application;
图18为本申请的获取冠状动脉血管评定参数的方法的实施例3的流程图;18 is a flowchart of Embodiment 3 of a method for obtaining coronary artery blood vessel evaluation parameters according to this application;
图19为已知的主动脉压力波形;Figure 19 is the known aortic pressure waveform;
图20为本申请的基于CT图像精确获取心表某根大动脉的血流量的装置的实施例4的结构框图;20 is a structural block diagram of Embodiment 4 of an apparatus for accurately acquiring blood flow of a large artery on a cardiac surface based on CT images of the present application;
图21为本申请的基于CT图像精确获取心表某根大动脉的血流量的装置的另一实施例的结构框图;21 is a structural block diagram of another embodiment of an apparatus for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images of the present application;
图22为本申请的基于CT图像精确获取心表某根大动脉的血流量的装置的另一实施例的结构框图;22 is a structural block diagram of another embodiment of an apparatus for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images of this application;
图23为本申请的冠状动脉分析系统的结构框图;23 is a structural block diagram of the coronary artery analysis system of the present application;
下面对附图标记进行说明:The reference symbols are explained below:
心肌三维重建单元100,CT图像分割模块110,三维重建模块120,心肌三维图像模块130,第一血流量获取单元200,心肌容积模块210,获取第一血流量Qt模块220,第二血流量获取单元300,冠状动脉树的三维图像模块310,单根大动脉血管体积模块320,心脏表面全部血管体积模块330,第二血流量获取模块340,第三血流量获取单元400,第一流量波模块410,傅里叶变换模块420,第二流量波模块430,傅里叶逆变换模块440,第三流量获取模块450,血管冠状动脉血管评定参数装置500,平均血流速度v模块510,压力差模块520,冠状动脉入口平均压模块530,微循环阻力指数IMR模块540,冠状动脉血流储备分数FFR模块550。Myocardial 3D reconstruction unit 100, CT image segmentation module 110, 3D reconstruction module 120, myocardium 3D image module 130, first blood flow acquisition unit 200, myocardial volume module 210, first blood flow Qt module 220, second blood flow acquisition Unit 300, a three-dimensional image module 310 of the coronary artery tree, a single aortic vessel volume module 320, a heart vessel volume module 330, a second blood flow acquisition module 340, a third blood flow acquisition unit 400, and a first flow wave module 410 , Fourier transform module 420, second flow wave module 430, inverse Fourier transform module 440, third flow acquisition module 450, vascular coronary artery blood vessel assessment parameter device 500, average blood flow velocity v module 510, pressure difference module 520, mean coronary inlet pressure module 530, microcirculation resistance index IMR module 540, coronary blood flow reserve fraction FFR module 550.
具体实施方式detailed description
为使本发明的目的、技术方案和优点更加清楚,下面将结合本发明具体实施例及相应的附图对本发明技术方案进行清楚、完整地描述。显然,所描述的实施例仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。To make the objectives, technical solutions, and advantages of the present invention clearer, the technical solutions of the present invention will be described clearly and completely in conjunction with specific embodiments of the present invention and corresponding drawings. Obviously, the described embodiments are only a part of the embodiments of the present invention, but not all the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without making creative efforts fall within the protection scope of the present invention.
以下将以图式揭露本发明的多个实施方式,为明确说明起见,许多实务上的细节将在以下叙述中一并说明。然而,应了解到,这些实务上的细节不应用以限制本发明。也就是说,在本发明的部分实施方式中,这些实务上的细节是非必要的。此外,为简化图式起见,一些习知惯用的结构与组件在图式中将以简单的示意的方式绘示之。In the following, a plurality of embodiments of the present invention will be disclosed in the form of diagrams. For the sake of clarity, many practical details will be described together in the following description. However, it should be understood that these practical details should not be used to limit the present invention. That is to say, in some embodiments of the present invention, these practical details are unnecessary. In addition, in order to simplify the drawings, some conventional structures and components will be shown in a simple schematic manner in the drawings.
血管评定参数包括:FFR、IMR等;而FFR和IMR均需要基于冠状动脉的平均血流速度,而平均血流速度与冠状动脉的心表某根大动脉的的血流量有关,因此心脏表面任意一根大动脉的血流量的测量的准确性直接影响血管评定参数的测量准确程度,而采用现有技术的方法测得的血流量存在不准确的问题。The vascular assessment parameters include: FFR, IMR, etc .; FFR and IMR need to be based on the average blood flow velocity of the coronary artery, and the average blood flow velocity is related to the blood flow of a large artery on the heart surface of the coronary artery, so any of the heart surface The measurement accuracy of the blood flow of the root aorta directly affects the measurement accuracy of the blood vessel evaluation parameters, and the blood flow measured by the method of the prior art has the problem of inaccuracy.
为了解决上述问题,获取大动脉心表大动脉的血流量的方法、装置、系统及存储介质。In order to solve the above problems, a method, device, system and storage medium for obtaining blood flow of the aorta and the aorta.
实施例1:Example 1:
如图1所示,本申请提供了一种基于CT图像精确获取的心表某根大动脉的血流量的方法,包括:As shown in FIG. 1, this application provides a method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images, including:
S200,根据心肌容积和已知的一个如图2所示的流速波形(在最大充血态下,通过用多普勒超声导丝测量的任意一个患者的左前降支、右冠脉、左回旋支内的波形),获取最大充血态下的冠脉入口处的第一血流量Q t波形; S200, according to the volume of myocardium and a known flow velocity waveform as shown in FIG. 2 (in the maximum congestion state, the left anterior descending branch, right coronary artery, and left circumflex branch of any patient measured by Doppler ultrasound guide wire Within the waveform), obtain the first blood flow Q t waveform at the entrance of the coronary artery in the maximum congestion state;
S300,根据所述第一血流量Q t波形,获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形; S300, according to the first blood flow Q t waveform, obtain a second blood flow Q waveform of any aortic blood vessel on the surface of the heart and its downstream blood vessels;
S400,对所述第二血流量Q波形依次进行傅里叶变换和傅里叶逆变换,获得修正后的第三血流量Q f波形。 S400: Perform a Fourier transform and an inverse Fourier transform on the second blood flow Q waveform in sequence to obtain a corrected third blood flow Q f waveform.
本申请提供了一种基于CT图像精确获取心表某根大动脉的血流量的方法,采用了无创检测手段,由于无创手段无法得到CT图像对应患者的流量波形以及压力波形,即无法获取有创手术中的实时流量或者压力值,因此存在测试不准确的问题,本申请通过以往获取的已知的某一位患者的流速波形,获取最大充血态下的冠脉入口处的第一血流量Q t波形,以及获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形,进一步地,本申请对第二血流量Q先进行傅里叶变换,,再进行傅里叶逆变换,将频域下的流量波转换回时域下的流量波获得修正后的第三血流量Q f波形;通过Q f计算冠状动脉血管评定参数,提高了冠状动脉血管评定参数测量的准确度。 This application provides a method for accurately obtaining blood flow of a large artery on the heart surface based on CT images. Non-invasive detection methods are used. Because non-invasive methods cannot obtain the flow waveform and pressure waveform of patients corresponding to CT images, that is, invasive surgery cannot be obtained. The real-time flow rate or pressure value in the test results in the problem of inaccurate testing. This application obtains the first blood flow rate Q t at the entrance of the coronary artery under the maximum congestion state through the previously acquired flow rate waveform of a certain patient. Waveform, and acquiring the second blood flow Q waveform of any aortic vessel on the surface of the heart and its downstream vessels. Further, in this application, the second blood flow Q is first subjected to Fourier transform, and then inverse Fourier transform, Converting the flow wave in the frequency domain back to the flow wave in the time domain to obtain the corrected third blood flow Q f waveform; calculating the coronary artery vascular assessment parameters by Q f improves the accuracy of the measurement of the coronary artery vascular assessment parameters.
实施例2:Example 2:
如图3所示,本申请提供了一种基于CT图像精确获取的心表某根大动脉的血流量的方法,包括:As shown in FIG. 3, the present application provides a method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images, including:
S100,根据心脏CT图像进行心肌三维重建,具体如图4所示:S100, three-dimensional reconstruction of the myocardium is performed according to the CT image of the heart, as shown in FIG. 4:
S110,分割心脏CT图像,获取心脏的计算机断层扫描血管造影CT图像信息;S110: Segment the CT image of the heart to obtain CT image information of the computed tomography angiography of the heart;
S120,重建,获得心脏的三维图像;S120, reconstruct and obtain a three-dimensional image of the heart;
S130,从心脏的三维图像中分离获得如图5所示的心肌的三维图像。S130. Separately obtain the three-dimensional image of the myocardium as shown in FIG. 5 from the three-dimensional image of the heart.
S200,根据心肌容积,获取最大充血态下的冠脉入口处的第一血流量Q tS200, according to the volume of the myocardium, coronary blood flow obtaining a first maximum at the entrance of the congestion state Q t;
本申请的一个实施例中,如图6所示,S200包括:In an embodiment of the present application, as shown in FIG. 6, S200 includes:
S210,根据S130中的心肌的三维图像,确定心肌容积V rS210: Determine the myocardial volume V r according to the three-dimensional image of the myocardium in S130;
S220,根据心肌容积V r,获取最大充血态下冠脉入口处的第一血流量Q t,公式(1)为: S220, according to the myocardial volume V r , obtain the first blood flow Q t at the entrance of the coronary artery under the maximum congestion state, formula (1) is:
Q t=V rQ 0×K; Q t = V r Q 0 × K;
其中,V r表示心肌容积;Q 0表示静息态下的心肌血流量,Q 0通过心脏核磁MRI或者CT灌流获得,或者Q 0=2~2.8ml/min/g;K表示常数,优选地,K取值为1~3中的任意正数; Among them, V r represents myocardial volume; Q 0 represents myocardial blood flow at rest, Q 0 is obtained by cardiac MRI or CT perfusion, or Q 0 = 2 ~ 2.8ml / min / g; K represents a constant, preferably , K is any positive number from 1 to 3;
基于所述Q t mean和所述CT图像,获得所述CT图像的心跳周期的时间t 1Based on the Q t mean and the CT image, the time t 1 of the heartbeat cycle of the CT image is obtained;
将已知的流速波形上的心跳周期时间调整为t 1Adjust the heartbeat cycle time on the known flow velocity waveform to t 1 ;
根据流速乘以横截面积等于血流量Q a,获取Q a-it 1流量波形,其中,i表示在Q a-it 1流量波形中含有的心跳周期个数,i≥1; According to the flow velocity multiplied by the cross-sectional area equal to the blood flow Q a , obtain the Q a -it 1 flow waveform, where i represents the number of heartbeat cycles contained in the Q a -it 1 flow waveform, i≥1;
根据公式:
Figure PCTCN2019113411-appb-000013
其中,Q at表示获取Q a-it 1流量波形中j个心跳周期内Q a的平均值,1≤j≤i;
According to the formula:
Figure PCTCN2019113411-appb-000013
Among them, Q at means to obtain the average value of Q a in j heartbeat cycles in the flow waveform of Q a -it 1 , 1≤j≤i;
根据公式Q t=Q a×Q t mean/Q at,获取第一血流量Q t波形。 According to the formula Q t = Q a × Q t mean / Q at , the first blood flow Q t waveform is obtained.
S300,根据第一血流量Q t,获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q; S300, according to the first blood flow Q t, acquiring a surface of any large arteries of the heart and vessels downstream of the second blood flow Q;
如图7所示,本申请的一个实施例中,S300包括:As shown in FIG. 7, in one embodiment of the present application, S300 includes:
S310,从心肌的三维图像中分离获得冠状动脉树的三维图像;S310: Separately obtain a three-dimensional image of the coronary artery tree from the three-dimensional image of the myocardium;
如图8所示,本申请的一个实施例中,S310包括:As shown in FIG. 8, in one embodiment of the present application, S310 includes:
S311,依据S120中获得的心脏的三维图像提取大动脉图像,对大动脉图像进行处理得到全大动脉互补图像,进行区域生长,得到如图9所示的含有冠状动脉入口的大动脉图像;S311, extract the aortic image according to the three-dimensional image of the heart obtained in S120, process the aortic image to obtain a complete aortic complementary image, and perform regional growth to obtain an aortic image including a coronary artery entrance as shown in FIG. 9;
如图13所示,本申请的一个实施例中,S311中依据S120中获得的心脏的三维图像提取大动脉图像的方法包括:As shown in FIG. 13, in one embodiment of the present application, the method for extracting the aorta image according to the three-dimensional image of the heart obtained in S120 in S311 includes:
S3110,根据心脏的三维图像,提取大动脉截面以及中心线;S3110, according to the three-dimensional image of the heart, extract the cross section of the aorta and the center line;
S3120,获取S3110中的大动脉的截面半径r以及中心线总长度L;S3120, obtaining the cross-sectional radius r of the aorta in S3110 and the total length L of the center line;
S3130,将S3120获得的中心线按照左二叉树规则分成独立的单根血管;S3130, dividing the center line obtained by S3120 into independent single blood vessels according to the rule of the left binary tree;
S3140,按照左二叉树的顺序将S3130中的单根血管进行排序,得到如图14所示的血管列表;S3140, sort the single blood vessels in S3130 in the order of the left binary tree to obtain the blood vessel list shown in FIG. 14;
S3150,根据S3140中的血管列表进行渲染,获取大动脉图像。S3150. Render according to the blood vessel list in S3140 to obtain the aorta image.
S312,根据S311中含有冠状动脉入口的大动脉图像与全大动脉互补图像,得到含有冠状动脉口的图像,确定如图9所示的冠状动脉入口;S312, according to the complementary image of the aorta containing the coronary artery entrance and the whole aorta in S311, an image containing the coronary artery port is obtained, and the coronary artery entrance as shown in FIG. 9 is determined;
S313,在心肌三维图像上以冠状动脉入口为种子点,通过区域生长提取冠状动脉,计算冠状动脉的平均灰度和平均方差,根据冠脉灰度分布,沿着冠状动脉的延伸方向提取如图11所示的动脉树的三维图像;S313, taking the coronary artery entrance as the seed point on the three-dimensional myocardial image, extracting the coronary artery through regional growth, calculating the average grayscale and average variance of the coronary artery, and extracting along the extending direction of the coronary artery according to the grayscale distribution of the coronary artery as shown in the figure The three-dimensional image of the arterial tree shown in 11;
S320,根据冠状动脉树的三维图像,获取心脏表面任意一根大动脉血管及其下游血管的体积之和V 1S320, according to the three-dimensional image of the coronary artery tree, the volume sum V 1 of any aortic blood vessel on the surface of the heart and its downstream blood vessels is obtained;
如图15所示,本申请的一个实施例中,S320包括:As shown in FIG. 15, in one embodiment of the present application, S320 includes:
S321,根据大动脉的截面半径r获取截面面积S;S321, obtaining the cross-sectional area S according to the cross-sectional radius r of the aorta;
S322,根据采集的每个大动脉的截面之间时间差值获取相邻大动脉截面之间的中心线分段长度L 1S322. Obtain a centerline segment length L 1 between adjacent aortic cross-sections according to the collected time difference between the cross-sections of each aorta;
S323,根据每个截面面积S与L 1的乘积获取一个单元的大动脉血管的体积V 11S323, obtaining the volume V 11 of one unit of the aortic blood vessel according to the product of each cross-sectional area S and L 1 ;
S324,根据体积V 11的累积总和,获取心脏表面任意一根大动脉血管及其下游血管的体积之和V 1S324, based on the cumulative sum of the volumes V 11 acquires an arbitrary surface of the heart and large arteries and the downstream vessel volume V 1.
S330,根据冠状动脉树的三维图像,获取心脏表面全部血管的体积之和V tS330, according to the three-dimensional image of the coronary artery tree, obtain the volume sum V t of all blood vessels on the surface of the heart;
如图16所示,本申请的一个实施例中,S330包括:As shown in FIG. 16, in one embodiment of the present application, S330 includes:
S331,冠状动脉树的三维图像中含有3根大动脉血管;S331, the three-dimensional image of the coronary artery tree contains three aortic vessels;
S332,根据S322中获得的V 1,计算3根大动脉血管的V 1累积之和,即为心脏表面全部血管的体积之和V tS332, obtained according to 1 V S322, calculates three large arteries V 1 of the cumulative sum of all vessels of the surface of the heart is the sum of the volumes V t.
S340,根据Q t、V 1、V t获取如图17所示的第二血流量Q,具体公式(2)为: S340. Obtain the second blood flow Q as shown in FIG. 17 according to Q t , V 1 , and V t . The specific formula (2) is:
Q=Q t×(V 1/V t) 3/4Q = Q t × (V 1 / V t ) 3/4 .
S400,对第二血流量Q依次进行傅里叶变换和傅里叶逆变换,获得修正后的第三血流量Q fIn S400, the second blood flow Q is sequentially subjected to Fourier transform and inverse Fourier transform to obtain a corrected third blood flow Q f .
本申请的一个实施例中,S400包括:通过傅里叶变换,将时间域下的第二血流量Q波形转换为频域下的第三血流量Q f波形。 In an embodiment of the present application, S400 includes: transforming the second blood flow Q waveform in the time domain to a third blood flow Q f waveform in the frequency domain by Fourier transform.
通常假定血管是无损耗且终端反射系数为0,但是实际上是有反射波存在的,且反射波会在传播中衰减。对第二血流量Q与时间t的曲线,即为时间域下的流量波进行傅里叶变换后是Q(w),由于压力波P(w)与流量波Q(w)比值得到输入阻抗Z(w),其中,w是傅里叶变换角频率;随着频率w增大,反射波衰减将增大,因此反射波的影响会随着反射波衰减的增大而减小;在反射波影响很小时,输入阻抗趋近于特性阻抗Zc,Zc是与频率w无关的一个值。经过大量的且具有创造性的动物实验,得到的曲线表明:6倍倍频下对应的输入阻抗Z(w)就与特性阻抗Zc比较接近了;所以通过实验,本申请去除了前1~5任意数值倍频对应的第二血流量Q,优选地去除了1~5倍全部数值倍频对应的第二血流量Q,得到筛选后的第二血流量Q,再进行傅里叶逆变换,将频域下的流量波转换回时域下的流量波获得修正后的第三血流量Q f,通过Q f计算冠状动脉血管评定参数,提高了冠状动脉血管评定参数测量的准确度。 It is generally assumed that the blood vessel is lossless and the terminal reflection coefficient is 0, but in fact there is a reflected wave, and the reflected wave will be attenuated in propagation. The curve of the second blood flow Q and time t is the flow wave in the time domain after the Fourier transform is Q (w), because the ratio of the pressure wave P (w) and the flow wave Q (w) is the input impedance Z (w), where w is the Fourier transform angular frequency; as the frequency w increases, the reflected wave attenuation will increase, so the influence of the reflected wave will decrease as the reflected wave attenuation increases; When the wave effect is small, the input impedance approaches the characteristic impedance Zc, which is a value independent of the frequency w. After a large number of creative animal experiments, the obtained curve shows that the corresponding input impedance Z (w) at 6 times frequency multiplication is relatively close to the characteristic impedance Zc; therefore, through experiments, the first 1 to 5 arbitrary The second blood flow Q corresponding to the numerical frequency doubling is preferably removed by 1 to 5 times the second blood flow Q corresponding to all the numerical doubling to obtain the filtered second blood flow Q, and then inverse Fourier transform is performed to convert The flow wave in the frequency domain is converted back to the flow wave in the time domain to obtain the corrected third blood flow Q f , and the coronary vascular assessment parameters are calculated by Q f , which improves the accuracy of the measurement of the coronary vascular assessment parameters.
实施例3:Example 3:
如图18所示,本申请提供了一种获取冠状动脉血管评定参数的方法,包括:As shown in FIG. 18, this application provides a method for obtaining coronary artery vascular assessment parameters, including:
上述的基于CT图像精确获取心表某根大动脉的血流量的方法;The above method for accurately obtaining the blood flow of a large artery on the heart surface based on CT images;
S500,获取心表所述某根大动脉的最大充血态下的血管参数;S500: Obtain the vascular parameters of the largest congestion state of a large artery mentioned on the cardiogram;
S600,根据修正后的第三血流量Q f波形和所述血管参数,获取冠状动脉血管评定参数。 S600: Obtain coronary artery blood vessel assessment parameters based on the corrected third blood flow Q f waveform and the blood vessel parameters.
本申请的一个实施例中,所述血管参数包括:血管平均直径D、中心线总长度L、平均血流速度v、冠状动脉入口压力P a波形、冠状动脉狭窄远端的压力降ΔP波形。 One embodiment of the present disclosure, the blood vessel parameters include: Vascular average diameter D, the total length of the center line L, the average flow velocity v, the inlet pressure P a coronary artery waveform, coronary stenosis distal pressure drop ΔP waveform.
本申请的一个实施例中,所述平均血流速度v的获取方法包括:In an embodiment of the present application, the method for obtaining the average blood flow velocity v includes:
I,根据所述大动脉的截面半径r的累积之和除以累积个数,获得血管平均半径r;I, according to the cumulative sum of the cross-sectional radius r of the aorta divided by the cumulative number to obtain the average blood vessel radius r;
II,根据血管平均半径r获取血管平均直径D;II, obtain the average diameter D of the blood vessel according to the average radius r of the blood vessel;
III,根据第三血流量Q f波形,获取一个心跳周期内Q f平均值
Figure PCTCN2019113411-appb-000014
III, according to the third blood flow Q f waveform, obtain the average value of Q f in a heartbeat cycle
Figure PCTCN2019113411-appb-000014
IV,根据Q f、D获取平均血流速度v,具体公式为: IV. Obtain the average blood flow velocity v according to Q f and D. The specific formula is:
Figure PCTCN2019113411-appb-000015
Figure PCTCN2019113411-appb-000015
本申请的一个实施例中,所述冠状动脉血管评定参数包括:微循环阻力指数IMR、冠状动脉血流储备分数FFR;In an embodiment of the present application, the coronary artery blood vessel assessment parameters include: microcirculation resistance index IMR and coronary blood flow reserve fraction FFR;
所述
Figure PCTCN2019113411-appb-000016
或所述
Figure PCTCN2019113411-appb-000017
Said
Figure PCTCN2019113411-appb-000016
Or said
Figure PCTCN2019113411-appb-000017
其中,
Figure PCTCN2019113411-appb-000018
表示一个心跳周期内P a波形与ΔP压力波形对应点之差的平均值。
Figure PCTCN2019113411-appb-000019
表示一个心跳周期内P a波形上的冠状动脉入口压力P a的平均值。
among them,
Figure PCTCN2019113411-appb-000018
It represents the average value of the difference between the corresponding points of the P a waveform and the ΔP pressure waveform in a heartbeat cycle.
Figure PCTCN2019113411-appb-000019
Represent the mean coronary inlet pressure P a P a waveform of a heartbeat period.
本申请的一个实施例中,所述冠状动脉入口P a的波形获取方法包括: A method of obtaining the waveform of the example embodiment of the present application, the inlet P a coronary artery comprising:
A)根据无创检测仪测量得到患者的舒张压和收缩压;A) The diastolic blood pressure and systolic blood pressure of the patient are measured according to the non-invasive detector;
B)根据公式
Figure PCTCN2019113411-appb-000020
获取平均动脉压,其中,Psys表示收缩压,Pdia表示舒张压;
B) According to the formula
Figure PCTCN2019113411-appb-000020
Obtain the average arterial pressure, where Psys represents systolic pressure and Pdia represents diastolic pressure;
C)基于所述CT图像,获得所述CT图像的心跳周期的时间t 1C) Based on the CT image, the time t 1 of obtaining the heartbeat cycle of the CT image;
D)将已知的流速波形上的心跳周期时间调整为t 1D) Adjust the heartbeat cycle time on the known flow rate waveform to t 1 ;
E)如图19所示,基于已知的主动脉压力波形,获取P z-it 1流量波形,其中,i表示在P z-it 1流量波形中含有的心跳周期个数,i≥1; E) As shown in FIG. 19, based on the known aortic pressure waveform, the P z -it 1 flow waveform is obtained, where i represents the number of heartbeat cycles contained in the P z -it 1 flow waveform, i ≥ 1 ;
F)根据公式:
Figure PCTCN2019113411-appb-000021
其中,P zt表示获取P z-it 1流量波形中j个心跳周期内P z的平均值,1≤j≤i;
F) According to the formula:
Figure PCTCN2019113411-appb-000021
Wherein, P zt P z denotes an average value acquired in the flow waveform P z -it 1 in the j-th heartbeat period, 1≤j≤i;
G)根据公式P a=Pz×P t mean/P zt,获取冠状动脉入口压力P a波形。 G) according to the formula P a = Pz × P t mean / P zt, acquiring the inlet pressure P a coronary artery waveform.
本申请的一个实施例中,所述冠状动脉狭窄远端的压力降ΔP波形的获取方法包括:In an embodiment of the present application, the method for acquiring the pressure drop ΔP waveform at the distal end of the coronary artery stenosis includes:
a)对冠状动脉树的三维图像进行三维网格分割;a) Three-dimensional grid segmentation of the three-dimensional image of the coronary artery tree;
b)在每一个时间域下,基于时间域下的第三血流量波Q f波形,根据血流量除以面积等于流速,获取时间域下的血流速度波形,根据傅里叶变换获取频域下的血流速度波形,采用数值法求解连续性和Navier-Stokes方程求解频域下的冠状动脉入口至冠状动脉狭窄远端的压力降ΔP fb) In each time domain, based on the third blood flow wave Q f waveform in the time domain, the blood flow velocity waveform in the time domain is obtained based on the blood flow divided by the area equal to the flow rate, and the frequency domain is obtained according to the Fourier transform The blood flow velocity waveform at the lower end, using the numerical method to solve the continuity and Navier-Stokes equation to solve the pressure drop ΔP f from the entrance of the coronary artery to the distal end of the coronary artery stenosis in the frequency domain;
c)基于傅里叶逆变换,求得时域态下的ΔP波形。c) Based on the inverse Fourier transform, find the ΔP waveform in the time domain state.
本申请的一个实施例中,所述b)中采用数值法求解连续性和Navier-Stokes方程求解冠状动脉入口至冠状动脉狭窄远端的压力降△P的方法包括:In an embodiment of the present application, the method of solving the continuity and Navier-Stokes equation using the numerical method to solve the pressure drop ΔP from the entrance of the coronary artery to the distal end of the coronary artery stenosis includes
采用数值法求解连续性和Navier-Stokes方程,具体公式为:The numerical method is used to solve the continuity and Navier-Stokes equations, the specific formula is:
Figure PCTCN2019113411-appb-000022
Figure PCTCN2019113411-appb-000022
Figure PCTCN2019113411-appb-000023
Figure PCTCN2019113411-appb-000023
其中,
Figure PCTCN2019113411-appb-000024
P、ρ、μ分别表示冠状动脉的血流速度、压力、血流密度、血流粘性。
among them,
Figure PCTCN2019113411-appb-000024
P, ρ, and μ represent the coronary blood flow velocity, pressure, blood flow density, and blood flow viscosity, respectively.
如图12所示,根据所述压力降ΔP对血管进行重新排序。As shown in FIG. 12, the blood vessels are reordered according to the pressure drop ΔP.
实施例4:Example 4:
如图20所示,本申请提供了一种基于CT图像精确获取心表某根大动脉的血流量的装置,用于上述的基于CT图像精确获取心表某根大动脉的血流量的方法,包括:依次连接的第一血流量获取单元200、第二血流量获取单元300和第三血流量获取单元400;第一血流量获取单元200,用于根据心肌容积和已知的一个流速波形,获取最大充血态下的冠脉入口处的第一血流量Q t波形;第二血流量获取单元300,用于接收第一血流量获取单元200发送的最大充血态下的冠脉入口处的第一血流量Q t波形,根据Q t波形获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形;第三血流量获取单元400,用于接收第二血流量获取单元300发送的心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形,对第二血流量Q波形依次进行傅里叶变换和傅里叶逆变换,获得修正后的第三血流量Q f波形。 As shown in FIG. 20, the present application provides a device for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images. The above method for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images includes: The first blood flow acquisition unit 200, the second blood flow acquisition unit 300, and the third blood flow acquisition unit 400 are connected in sequence; the first blood flow acquisition unit 200 is used to acquire the maximum value based on the myocardial volume and a known flow velocity waveform The first blood flow Q t waveform at the entrance of the coronary artery in the hyperemic state; the second blood flow acquisition unit 300 is configured to receive the first blood at the entrance of the coronary artery in the maximum congestion state sent by the first blood flow acquisition unit 200 Flow Q t waveform, according to the Q t waveform, the second blood flow Q waveform of any aortic blood vessel on the surface of the heart and its downstream blood vessels is obtained; the third blood flow acquisition unit 400 is used to receive the heart sent by the second blood flow acquisition unit 300 The second blood flow Q waveform of any aortic vessel on the surface and its downstream vessels, the Fourier transform and the inverse Fourier transform of the second blood flow Q waveform in turn are obtained after correction The third waveform blood flow Q f.
如图21所示,本申请的一个实施例中,基于CT图像精确获取心表某根大动脉的血流量的装置还包括:与第一血流量获取单元200连接的心肌三维重建单元100;如图22所示,心肌三维重建单元100包括依次连接的CT图像分割模块110、三维重建模块120、心肌三维图像模块130,心肌三维图像模块130与第一血流量获取单元200连接;CT图像分割模块110,用于分割心脏CT图像,获取心脏的计算机断层扫描血管造影CT图像信息;三维重建模块120用于接收CT图像分割模块110发送的造影CT图像信息,重建,获得心脏的三维图像;心肌三维图像模块130,用于接收三维重建模块120发送的心脏的三维图像,从心脏的三维图像中分离获得心肌的三维图像。As shown in FIG. 21, in an embodiment of the present application, the device for accurately acquiring blood flow of a large artery on the cardiac surface based on CT images further includes: a three-dimensional myocardial reconstruction unit 100 connected to the first blood flow acquiring unit 200; as shown in FIG. As shown in FIG. 22, the myocardial 3D reconstruction unit 100 includes a CT image segmentation module 110, a 3D reconstruction module 120, and a myocardial 3D image module 130 connected in sequence. The myocardial 3D image module 130 is connected to the first blood flow acquisition unit 200; the CT image segmentation module 110 , Used to segment the CT image of the heart to obtain CT image information of the computed tomography angiography of the heart; the 3D reconstruction module 120 is used to receive the CT image information sent by the CT image segmentation module 110 to reconstruct and obtain the 3D image of the heart; the 3D image of the myocardium The module 130 is configured to receive the three-dimensional image of the heart sent by the three-dimensional reconstruction module 120, and separate the three-dimensional image of the myocardium from the three-dimensional image of the heart.
如图22所示,本申请的一个实施例中,第一血流量获取单元200包括:依次连接的心肌容积模块210和获取第一血流量Q t模块220;心肌容积模块210与心肌三维图像模块130连接,第一血流量Q t 模块220与第二血流量获取单元300连接;心肌容积模块210用于接收心肌三维图像模块130发送的心肌的三维图像,根据心肌的三维图像获取心肌容积V r;第一血流量Q t模块220用于根据心肌容积V r,获取最大充血态下冠脉入口处的第一血流量Q t,公式(1)为:Q t=V rQ 0×K;其中,V r表示心肌容积;Q 0表示静息态下的心肌血流量,Q 0通过心脏核磁MRI或者CT灌流获得,或者Q 0=2~2.8ml/min/g;K表示常数,优选地,K取值为1~3中的任意正数。 22, one embodiment of the present application, the first blood flow rate acquiring unit 200 comprises: sequentially myocardial volume module 210 and connected to a first blood flow rate Q t acquisition module 220; cardiac volume and Myocardial dimensional image module 210 module 130 is connected, the first blood flow Q t module 220 is connected to the second blood flow acquisition unit 300; the myocardial volume module 210 is used to receive the three-dimensional image of the myocardium sent by the three-dimensional myocardial image module 130, and obtain the myocardial volume V r according to the three-dimensional image of the myocardium ; The first blood flow Q t module 220 is used to obtain the first blood flow Q t at the entrance of the coronary artery under the maximum congestion state according to the myocardial volume V r , the formula (1) is: Q t = V r Q 0 × K; Among them, V r represents myocardial volume; Q 0 represents myocardial blood flow at rest, Q 0 is obtained by cardiac MRI or CT perfusion, or Q 0 = 2 ~ 2.8ml / min / g; K represents a constant, preferably , K is any positive number from 1 to 3.
如图22所示,本申请的一个实施例中,第二血流量获取单元300还包括:依次连接的冠状动脉树的三维图像模块310、单根大动脉血管体积模块320、心脏表面全部血管体积模块330和第二血流量获取模块340;冠状动脉树的三维图像模块310与心肌三维图像模块130连接,第二血流量获取模块340与单根大动脉血管体积模块320、第三血流量获取单元400连接;冠状动脉树三维模块310,用于接收心肌三维图像模块130发送的心肌的三维图像,从心肌的三维图像中分离获得冠状动脉树的三维图像;单根大动脉血管体积模块320,用于接收冠状动脉树三维模块310的冠状动脉树的三维图像,获取心脏表面任意一根大动脉血管及其下游血管的体积之和V 1;心脏表面全部血管体积模块330,用于接收所有单根大动脉血管体积模块320发送的V 1,根据V 1累积之和,获取心脏表面全部血管的体积之和V t;第二血流量获取模块340用于接收第一血流量Q t模块220发送的Q t,单根大动脉血管体积模块320发送的V 1,心脏表面全部血管体积模块330发送的体积V t,根据Q t、V 1、V t获取第二血流量Q,具体公式(2)为:Q=Q t×(V 1/V t) 3/4As shown in FIG. 22, in one embodiment of the present application, the second blood flow acquisition unit 300 further includes: a three-dimensional image module 310 of a coronary artery tree connected in sequence, a single aortic vessel volume module 320, and a total vessel volume module on the heart surface 330 and a second blood flow acquisition module 340; the three-dimensional image module 310 of the coronary artery tree is connected to the myocardial three-dimensional image module 130, the second blood flow acquisition module 340 is connected to the single aortic vessel volume module 320, and the third blood flow acquisition unit 400 ; Coronary artery tree three-dimensional module 310, used to receive the three-dimensional image of the myocardium sent by the myocardial three-dimensional image module 130, separated from the three-dimensional image of the myocardium to obtain the three-dimensional image of the coronary artery tree; single aortic vessel volume module 320, used to receive the The three-dimensional image of the coronary artery tree of the arterial tree three-dimensional module 310 obtains the volume sum V 1 of any aortic vessel and its downstream vessels on the heart surface; the total vessel volume module 330 on the heart surface is used to receive all single aortic vessel volume modules 320 transmitted V 1, V 1 according to the cumulative sum of all vessels of the surface of the heart acquired And volume V t; a second blood flow obtaining module 340 is configured to receive a first blood flow rate Q t Q t sent by the module 220, V the volume of the large arteries transmission module 3201, the entire surface of the heart vascular volume module 330 transmits the single For the volume V t , the second blood flow Q is obtained according to Q t , V 1 , and V t . The specific formula (2) is: Q = Q t × (V 1 / V t ) 3/4 .
如图22所示,本申请的一个实施例中,第三血流量获取单元400还包括:依次连接的第一流量波模块410、傅里叶变换模块420、第二流量波模块430、傅里叶逆变换模块440和第三流量获取模块450;第一流量波模块410与第二血流量获取模块340连接;第一流量波模块410,用于接收第二血流量获取模块340发送的第二血流量Q,将第二血流量Q与实时时间匹配,生成第二血流量Q与时间t的曲线,即为时间域下的流量波;傅里叶变换模块420,用于接收第一流量波模块410发送的时间域下的流量波,通过傅里叶变换,将时间域下的流量波转换为频域下的流量波;第二流量波模块430,用于接收傅里叶变换模块420发送的频域下的流量波,将频域下的流量波被写成基频与各个倍频对应下的各流量谐波之和,去掉n个倍频下对应的流量谐波,得到筛选后的频域下流量波;傅里叶逆变换模块440,用于接收第二流量波模块430发送的筛选后的频域下流量波,通过傅里叶逆变换,将频域下的流量波转换为时间域下的流量波;第三流量获取模块450,用于接收傅里叶逆变换模块440发送的时间域下的流量波,即可以获取得到修正后的第三血流量Q fAs shown in FIG. 22, in an embodiment of the present application, the third blood flow acquisition unit 400 further includes: a first flow wave module 410, a Fourier transform module 420, a second flow wave module 430, and Fourier connected in sequence The inverse leaf transformation module 440 and the third flow acquisition module 450; the first flow wave module 410 is connected to the second blood flow acquisition module 340; the first flow wave module 410 is used to receive the second sent by the second blood flow acquisition module 340 Blood flow Q, which matches the second blood flow Q with real-time time to generate a curve of the second blood flow Q and time t, which is the flow wave in the time domain; the Fourier transform module 420 is used to receive the first flow wave The flow wave in the time domain sent by the module 410 is converted into the flow wave in the frequency domain by Fourier transform; the second flow wave module 430 is used to receive the Fourier transform module 420 to send The flow wave in the frequency domain of the frequency, the flow wave in the frequency domain is written as the sum of the fundamental frequency and each flow harmonic corresponding to each frequency doubling, remove the corresponding flow harmonics under n frequency doubling, and obtain the filtered frequency Flow wave in the domain; inverse Fourier transform Module 440, configured to receive the filtered frequency-domain down-flow wave sent by the second flow-wave module 430, and convert the flow wave in the frequency domain into a flow wave in the time domain through inverse Fourier transform; the third flow acquisition The module 450 is configured to receive the flow wave in the time domain sent by the inverse Fourier transform module 440, that is, the corrected third blood flow Q f can be obtained.
实施例5:Example 5:
本申请提供了一种冠状动脉分析系统,包括:上述任一项的基于CT图像精确获取心表某根大动脉的血流量的装置。The present application provides a coronary artery analysis system, including: any one of the above-mentioned devices for accurately acquiring blood flow of a large artery on the heart surface based on CT images.
如图23所示,本申请的一个实施例中,冠状动脉分析系统还包括:与精确获取心表某根大动脉的血流量的装置连接的血管冠状动脉血管评定参数装置500,血管冠状动脉血管评定参数装置500,用于获取心表某根大动脉的舒张状态下的血管参数,包括:血管平均直径D、中心线总长度L、平均血流速度v、冠状动脉入口平均压力P a、冠状动脉狭窄远端压力P d,以及根据修正后的第三血流量Q f和血管参数,获取冠状动脉血管评定参数。 As shown in FIG. 23, in one embodiment of the present application, the coronary artery analysis system further includes: a vascular coronary artery vascular assessment parameter device 500 connected to a device for accurately acquiring blood flow of a large artery on the heart surface, vascular coronary artery vascular assessment 500 parameters of the device for acquiring a blood vessel parameters epicardial aortic root of a state of relaxation, comprising: an average vessel diameter D, the total length of the center line L, the average flow velocity v, the mean coronary inlet pressure P a, coronary stenosis The distal pressure P d and the coronary blood vessel evaluation parameters are obtained based on the corrected third blood flow Q f and the blood vessel parameters.
如图23所示,本申请的一个实施例中,血管冠状动脉血管评定参数装置500还包括:平均血流速度v模块510,压力差模块520,冠状动脉入口平均压模块530,以及As shown in FIG. 23, in an embodiment of the present application, the vascular coronary artery blood vessel assessment parameter device 500 further includes: an average blood flow velocity v module 510, a pressure difference module 520, an coronary mean pressure module 530, and
与平均血流速度v模块510连接的微循环阻力指数IMR模块540,和/或A microcirculation resistance index IMR module 540 connected to the average blood flow velocity v module 510, and / or
与平均血流速度v模块510连接的冠状动脉血流储备分数FFR模块550;The coronary blood flow reserve fraction FFR module 550 connected to the average blood flow velocity v module 510;
平均血流速度v模块510,用于根据大动脉的截面半径r的累积之和除以累积个数,获得血管平均半径r;根据步骤a中获得的血管平均半径r获取血管平均直径D;根据Q f、D获取平均血流速度v,具体公式(3)为:v=Q f/D,其中,Q f表示S400中的心表某根大动脉的修正后的第三血流量; The average blood flow velocity v module 510 is used to obtain the average blood vessel radius r according to the cumulative sum of the cross-sectional radius r of the aorta divided by the cumulative number; obtain the average blood vessel diameter D according to the average blood vessel radius r obtained in step a; according to Q f and D obtain the average blood flow velocity v. The specific formula (3) is: v = Q f / D, where Q f represents the corrected third blood flow of a large artery on the cardiac surface in S400;
压力差模块520,用于将冠状动脉的三维图像进行二值化处理,绘制等值面图像,得到如图12所示的冠状动脉三维网格图像;采用数值法求解连续性和Navier-Stokes方程求解冠状动脉入口至冠状动脉狭 窄远端的压力降△P,具体为:根据公式
Figure PCTCN2019113411-appb-000025
其中,
Figure PCTCN2019113411-appb-000026
P、ρ、μ分别表示冠状动脉的瞬时血流速度、压力、血流密度、血流粘性;入口边界条件为:最大充血态最大充血态下的冠状动脉狭窄血管的入口流速v 1,v 2,v 3,v 4,v 5,其中,v 1,v 2,v 3,v 4,v 5为位于距离中心线0,0.2,0.4,0.6,0.8个半径位置处的血流速度;根据公式ΔP=a[mv+nv 2]×∫f 1(x)dx+b[mv+nv 2]×∫f 2(x)dx,获得冠状动脉狭窄远端的实时压力降ΔP 1、ΔP 2、ΔP 3…,其中,a、b、m和n均为常数,取值为大于零的正数;根据公式△P=∑△P i(i=1,2,3...),获取冠状动脉入口到冠状动脉狭窄远端的压力降ΔP;
The pressure difference module 520 is used to binarize the three-dimensional image of the coronary artery and draw an isosurface image to obtain the three-dimensional grid image of the coronary artery as shown in FIG. 12; the numerical method is used to solve the continuity and Navier-Stokes equations Solve the pressure drop △ P from the entrance of the coronary artery to the distal end of the coronary artery stenosis, specifically: according to the formula
Figure PCTCN2019113411-appb-000025
among them,
Figure PCTCN2019113411-appb-000026
P, ρ, μ represent the instantaneous blood flow velocity, pressure, blood flow density, blood flow viscosity of the coronary artery; the inlet boundary conditions are: the maximum congestion state, the inlet flow velocity of the coronary artery stenosis v 1 , v 2 , V 3 , v 4 , v 5 , where v 1 , v 2 , v 3 , v 4 , v 5 are the blood flow velocities located at 0, 0.2, 0.4 , 0.6, 0.8 radius positions from the center line; The formula ΔP = a [mv + nv 2 ] × ∫f 1 (x) dx + b [mv + nv 2 ] × ∫f 2 (x) dx to obtain the real-time pressure drop ΔP 1 and ΔP 2 at the distal end of coronary artery stenosis , ΔP 3 …, where a, b, m, and n are constants, and the value is a positive number greater than zero; according to the formula △ P = ∑ △ P i (i = 1, 2, 3 ...), obtain The pressure drop ΔP from the entrance of the coronary artery to the distal end of the coronary artery stenosis;
冠状动脉入口平均压模块530,用于根据无创检测仪600实时测得P a1;将实时测得的P a1与实时时间匹配,生成P a1与时间t的曲线,即为时间域下的压力波;通过傅里叶变换,将时间域下的压力波转换为频域下的压力波;频域下的压力波被写成基频与各个倍频对应下的各压力谐波之和;去掉n个倍频下对应的压力谐波;通过傅里叶逆变换,将频域下的压力波转换为时间域下的压力波;获取冠状动脉入口平均压力P aCoronary artery inlet mean pressure module 530 is used to measure P a1 in real time according to the non-invasive detector 600; match the real-time measured P a1 with real-time time to generate a curve of P a1 and time t, which is the pressure wave in time ; Through Fourier transform, the pressure wave in the time domain is converted into a pressure wave in the frequency domain; the pressure wave in the frequency domain is written as the sum of the pressure harmonics corresponding to the fundamental frequency and each frequency multiplier; remove n Corresponding pressure harmonics at frequency doubling; by inverse Fourier transform, converting pressure waves in the frequency domain into pressure waves in the time domain; obtaining the mean coronary inlet pressure P a ;
微循环阻力指数IMR模块540,用于接收平均血流速度v模块510发送的平均血流速度v,接收压力差模块520发送的压力差,以及冠状动脉入口平均压模块530发送的P a,根据公式IMR=P d×T,T=L/v,P d=P a-△P;根据无创检测仪600实时测得的入口压力P a1求平均值得到的冠状动脉入口平均压力P a或者下方通过傅里叶变换和傅里叶逆变换获得的冠状动脉入口平均压力P a,代入公式中,得到IMR值,其中,T表示最大充血态下的平均传导时间。 Microcirculation resistance index IMR module 540, the mean blood flow velocity v for receiving module 510 is the average blood flow velocity v transmission, differential pressure receiving module 520 sends the pressure difference between the inlet and the coronary artery mean pressure module 530 transmits the P a, in accordance with The formula IMR = P d × T, T = L / v, P d = P a- △ P; the average coronary inlet pressure P a obtained by averaging the inlet pressure P a1 measured by the noninvasive detector 600 in real time or below The mean coronary pressure P a obtained by Fourier transform and inverse Fourier transform is substituted into the formula to obtain the IMR value, where T represents the average conduction time in the maximum congestion state.
冠状动脉血流储备分数FFR模块550,用于接收压力差模块520发送的压力差,以及冠状动脉入口平均压模块530发送的P a,根据FFR=P d/P a;将无创检测仪实时测得的入口压力P a1或者下方通过傅里叶变换和傅里叶逆变换获得的冠状动脉入口平均压力P a代入公式中,得到FFR值。 Fractional FFR coronary flow reserve module 550, a pressure difference between a pressure receiving module 520 sends the difference, and coronary artery mean pressure inlet module 530 transmits the P a, according to the FFR = P d / P a; the real-time non-invasive measurement detector The obtained inlet pressure P a1 or the average coronary inlet pressure P a obtained by Fourier transform and inverse Fourier transform below is substituted into the formula to obtain the FFR value.
实施例6:Example 6:
本申请提供了一种计算机存储介质,计算机程序被处理器执行时实现上述的基于CT图像精确获取心表某根大动脉的血流量的方法。The present application provides a computer storage medium. When the computer program is executed by the processor, the above method for accurately acquiring the blood flow of a large artery on the cardiac surface based on the CT image is realized.
所属技术领域的技术人员知道,本发明的各个方面可以实现为系统、方法或计算机程序产品。因此,本发明的各个方面可以具体实现为以下形式,即:完全的硬件实施方式、完全的软件实施方式(包括固件、驻留软件、微代码等),或硬件和软件方面结合的实施方式,这里可以统称为“电路”、“模块”或“系统”。此外,在一些实施例中,本发明的各个方面还可以实现为在一个或多个计算机可读介质中的计算机程序产品的形式,该计算机可读介质中包含计算机可读的程序代码。本发明的实施例的方法和/或系统的实施方式可以涉及到手动地、自动地或以其组合的方式执行或完成所选任务。Those skilled in the art know that various aspects of the present invention can be implemented as a system, method, or computer program product. Therefore, various aspects of the present invention may be specifically implemented in the form of: a complete hardware implementation, a complete software implementation (including firmware, resident software, microcode, etc.), or a combination of hardware and software implementation, It can be collectively referred to as "circuit", "module" or "system" here. In addition, in some embodiments, various aspects of the present invention may also be implemented in the form of a computer program product in one or more computer-readable media that contains computer-readable program code. Implementation of the method and / or system of embodiments of the invention may involve performing, or completing selected tasks manually, automatically, or a combination thereof.
例如,可以将用于执行根据本发明的实施例的所选任务的硬件实现为芯片或电路。作为软件,可以将根据本发明的实施例的所选任务实现为由计算机使用任何适当操作系统执行的多个软件指令。在本发明的示例性实施例中,由数据处理器来执行如本文的根据方法和/或系统的示例性实施例的一个或多个任务,诸如用于执行多个指令的计算平台。可选地,该数据处理器包括用于存储指令和/或数据的易失性储存器和/或用于存储指令和/或数据的非易失性储存器,例如,磁硬盘和/或可移动介质。可选地,也提供了一种网络连接。可选地也提供显示器和/或用户输入设备,诸如键盘或鼠标。For example, hardware for performing selected tasks according to embodiments of the present invention may be implemented as a chip or a circuit. As software, selected tasks according to embodiments of the present invention may be implemented as multiple software instructions executed by a computer using any suitable operating system. In an exemplary embodiment of the present invention, one or more tasks according to exemplary embodiments of the method and / or system as described herein are performed by a data processor, such as a computing platform for executing multiple instructions. Optionally, the data processor includes a volatile storage for storing instructions and / or data and / or a non-volatile storage for storing instructions and / or data, for example, a magnetic hard disk and / or Removable media. Optionally, a network connection is also provided. Optionally, a display and / or user input device such as a keyboard or mouse are also provided.
可利用一个或多个计算机可读的任何组合。计算机可读介质可以是计算机可读信号介质或计算机可读存储介质。计算机可读存储介质例如可以是——但不限于——电、磁、光、电磁、红外线、或半导体的系统、装置或器件,或者任意以上的组合。计算机可读存储介质的更具体的例子(非穷举列表)将包括以下各项:Any combination of one or more computer readable may be utilized. The computer-readable medium may be a computer-readable signal medium or a computer-readable storage medium. The computer-readable storage medium may be, for example, but not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, device, or device, or any combination of the above. A more specific example of a computer-readable storage medium (non-exhaustive list) will include the following:
具有一个或多个导线的电连接、便携式计算机盘、硬盘、随机存取存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器(EPROM或闪存)、光纤、便携式紧凑盘只读存储器(CD-ROM)、光存储器件、磁存储器件、或者上述的任意合适的组合。在本文件中,计算机可读存储介质可以是任何包含或存储程序的有形介质,该程序可以被指令执行系统、装置或者器件使用或者与其结合使用。Electrical connection with one or more wires, portable computer disk, hard disk, random access memory (RAM), read only memory (ROM), erasable programmable read only memory (EPROM or flash memory), optical fiber, portable compact disk Read only memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the above. In this document, the computer-readable storage medium may be any tangible medium that contains or stores a program, and the program may be used by or in combination with an instruction execution system, apparatus, or device.
计算机可读的信号介质可以包括在基带中或者作为载波一部分传播的数据信号,其中承载了计算机可读的程序代码。这种传播的数据信号可以采用多种形式,包括但不限于电磁信号、光信号或上述的任意合适的组合。计算机可读的信号介质还可以是计算机可读存储介质以外的任何计算机可读介质,该计算机可读介质可以发送、传播或者传输用于由指令执行系统、装置或者器件使用或者与其结合使用的程序。The computer-readable signal medium may include a data signal that is propagated in baseband or as part of a carrier wave, in which computer-readable program code is carried. This propagated data signal can take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the above. The computer-readable signal medium may also be any computer-readable medium other than a computer-readable storage medium, and the computer-readable medium may send, propagate, or transmit a program for use by or in combination with an instruction execution system, apparatus, or device. .
计算机可读介质上包含的程序代码可以用任何适当的介质传输,包括(但不限于)无线、有线、光缆、RF等等,或者上述的任意合适的组合。The program code contained on the computer-readable medium may be transmitted using any appropriate medium, including but not limited to wireless, wired, optical fiber cable, RF, etc., or any suitable combination of the foregoing.
例如,可用一个或多个编程语言的任何组合来编写用于执行用于本发明的各方面的操作的计算机程序代码,包括诸如Java、Smalltalk、C++等面向对象编程语言和常规过程编程语言,诸如"C"编程语言或类似编程语言。程序代码可以完全地在用户计算机上执行、部分地在用户计算机上执行、作为一个独立的软件包执行、部分在用户计算机上部分在远程计算机上执行、或者完全在远程计算机或服务器上执行。在涉及远程计算机的情形中,远程计算机可以通过任意种类的网络--包括局域网(LAN)或广域网(WAN)-连接到用户计算机,或者,可以连接到外部计算机(例如利用因特网服务提供商来通过因特网连接)。For example, any combination of one or more programming languages can be used to write computer program code for performing operations for various aspects of the invention, including object-oriented programming languages such as Java, Smalltalk, C ++, and conventional procedural programming languages, such as "C" programming language or similar programming language. The program code may execute entirely on the user's computer, partly on the user's computer, as an independent software package, partly on the user's computer and partly on a remote computer, or entirely on the remote computer or server. In situations involving remote computers, the remote computer may be connected to the user's computer through any kind of network, including a local area network (LAN) or a wide area network (WAN), or may be connected to an external computer (for example, through an Internet service provider Internet connection).
应当理解,流程图和/或框图的每个方框以及流程图和/或框图中各方框的组合,都可以由计算机程序指令实现。这些计算机程序指令可以提供给通用计算机、专用计算机或其它可编程数据处理装置的处理器,从而生产出一种机器,使得这些计算机程序指令在通过计算机或其它可编程数据处理装置的处理器执行时,产生了实现流程图和/或框图中的一个或多个方框中规定的功能/动作的装置。It should be understood that each block of the flowchart and / or block diagram and a combination of blocks in the flowchart and / or block diagram can be implemented by computer program instructions. These computer program instructions can be provided to the processor of a general-purpose computer, special-purpose computer, or other programmable data processing device, thereby producing a machine that causes these computer program instructions to be executed by the processor of the computer or other programmable data processing device A device that implements the functions / actions specified in one or more blocks in the flowchart and / or block diagram is generated.
也可以把这些计算机程序指令存储在计算机可读介质中,这些指令使得计算机、其它可编程数据处理装置、或其它设备以特定方式工作,从而,存储在计算机可读介质中的指令就产生出包括实现流程图和/或框图中的一个或多个方框中规定的功能/动作的指令的制造品(article of manufacture)。These computer program instructions may also be stored in a computer-readable medium. These instructions cause the computer, other programmable data processing apparatus, or other equipment to work in a specific manner, so that the instructions stored in the computer-readable medium generate Articles of manufacture that implement the instructions of the functions / actions specified in one or more blocks in the flowchart and / or block diagram.
还可将计算机程序指令加载到计算机(例如,冠状动脉分析系统)或其它可编程数据处理设备上以促使在计算机、其它可编程数据处理设备或其它设备上执行一系列操作步骤以产生计算机实现过程,使得在计算机、其它可编程装置或其它设备上执行的指令提供用于实现在流程图和/或一个或多个框图方框中指定的功能/动作的过程。Computer program instructions can also be loaded onto a computer (eg, coronary artery analysis system) or other programmable data processing device to cause a series of operating steps to be performed on the computer, other programmable data processing device, or other device to produce a computer-implemented process So that instructions executed on a computer, other programmable device, or other equipment provide a process for implementing the functions / acts specified in the flowcharts and / or one or more block diagram blocks.
本发明的以上的具体实例,对本发明的目的、技术方案和有益效果进行了进一步详细说明,所应理解的是,以上仅为本发明的具体实施例而已,并不用于限制本发明,凡在本发明的精神和原则之内,所做的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The above specific examples of the present invention further describe the purpose, technical solution and beneficial effects of the present invention in detail. It should be understood that the above are only specific embodiments of the present invention and are not intended to limit the present invention. Within the spirit and principle of the present invention, any modifications, equivalent replacements, improvements, etc., shall be included in the protection scope of the present invention.

Claims (20)

  1. 基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,包括:The method for accurately acquiring the blood flow of a large artery on the cardiac surface based on CT images is characterized by including:
    根据心肌容积和已知的一个流速波形,获取最大充血态下的冠脉入口处的第一血流量Q t波形; According to the myocardial volume and a known flow velocity waveform, obtain the first blood flow Q t waveform at the entrance of the coronary artery in the maximum congestion state;
    根据所述第一血流量Q t波形,获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形; Obtaining the second blood flow Q waveform of any aortic blood vessel on the surface of the heart and the downstream blood vessel according to the first blood flow Q t waveform;
    对所述第二血流量Q波形依次进行傅里叶变换,获得修正后的第三血流量Q f波形。 Perform a Fourier transform on the second blood flow Q waveform in sequence to obtain a corrected third blood flow Q f waveform.
  2. 根据权利要求1所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,在所述根据心肌容积,获取最大充血态下的冠脉入口处的第一血流量Q t的方法之前还包括:根据心脏CT图像进行心肌三维重建,具体为: The method for accurately obtaining the blood flow of a large artery on the cardiac surface based on a CT image according to claim 1, characterized in that, according to the myocardial volume, the first blood flow Q at the entrance of the coronary artery in the state of maximum congestion is obtained The method of t also includes: three-dimensional reconstruction of myocardium based on cardiac CT images, specifically:
    分割心脏CT图像,获取心脏的计算机断层扫描血管造影CT图像信息;Segment the CT image of the heart to obtain CT image information of the computed tomography angiography of the heart;
    重建,获得心脏的三维图像;Reconstruction to obtain a three-dimensional image of the heart;
    从所述心脏的三维图像中分离获得心肌的三维图像。Separately obtain a three-dimensional image of the myocardium from the three-dimensional image of the heart.
  3. 根据权利要求2所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,所述根据心肌容积和已知的一个流速波形,获取冠脉入口处的第一血流量Q t的方法包括: The method for accurately obtaining the blood flow of a large artery on the cardiac surface based on a CT image according to claim 2, wherein the first blood flow at the entrance of the coronary artery is obtained according to the volume of myocardium and a known flow velocity waveform The methods of Q t include:
    根据所述心肌的三维图像,确定心肌容积V rDetermine the myocardial volume V r according to the three-dimensional image of the myocardium;
    根据心肌容积,获取最大充血态下冠脉入口处的平均血流量Q t mean,公式为: According to the volume of myocardium, the average blood flow Q t mean at the entrance of the coronary artery under the maximum congestion state is obtained, the formula is:
    Q t  mean=V r×Q 0×K; Q t mean = V r × Q 0 × K;
    其中,V r表示心肌容积;Q 0表示静息态下的心肌血流量,Q 0通过心脏核磁MRI或者CT灌流获得,或者Q 0=2~2.8ml/min/ g;K表示常数; Among them, V r represents myocardial volume; Q 0 represents resting myocardial blood flow, Q 0 is obtained by cardiac magnetic resonance MRI or CT perfusion, or Q 0 = 2 ~ 2.8ml / min / g ; K represents a constant;
    基于所述Q t mean和所述CT图像,获得所述CT图像的心跳周期的时间t 1Based on the Q t mean and the CT image, the time t 1 of the heartbeat cycle of the CT image is obtained;
    将已知的流速波形上的心跳周期时间调整为t 1Adjust the heartbeat cycle time on the known flow velocity waveform to t 1 ;
    根据流速乘以横截面积等于血流量Q a,获取Q a-it 1流量波形,其中,i表示在Q a-it 1流量波形中含有的心跳周期个数,i≥1; According to the flow velocity multiplied by the cross-sectional area equal to the blood flow Q a , obtain the Q a -it 1 flow waveform, where i represents the number of heartbeat cycles contained in the Q a -it 1 flow waveform, i≥1;
    根据公式:
    Figure PCTCN2019113411-appb-100001
    其中,Q at表示获取Q a-it 1流量波形中j个心跳周期内Q a的平均值,1≤j≤i;
    According to the formula:
    Figure PCTCN2019113411-appb-100001
    Among them, Q at means to obtain the average value of Q a in j heartbeat cycles in the flow waveform of Q a -it 1 , 1≤j≤i;
    根据公式Q t=Q a×Q t mean/Q at,获取第一血流量Q t波形。 According to the formula Q t = Q a × Q t mean / Q at , the first blood flow Q t waveform is obtained.
  4. 根据权利要求2所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,所述获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q的方法包括:The method for accurately obtaining the blood flow of a large artery on the heart surface according to the CT image according to claim 2, wherein the method for obtaining the second blood flow Q of any aortic blood vessel and its downstream blood vessels on the surface of the heart includes :
    从所述心肌的三维图像中分离获得冠状动脉树的三维图像;Separate the three-dimensional image of the coronary artery tree from the three-dimensional image of the myocardium;
    根据所述冠状动脉树的三维图像,获取心脏表面任意一根大动脉血管及其下游血管的体积之和V 1According to the three-dimensional image of the coronary artery tree, the volume sum V 1 of any aortic vessel on the surface of the heart and its downstream vessels is obtained;
    根据所述冠状动脉树的三维图像,获取心脏表面全部血管的体积之和V tObtain the sum V t of the volume of all blood vessels on the heart surface according to the three-dimensional image of the coronary artery tree;
    根据Q t、V 1、V t获取第二血流量Q,具体公式为: Obtain the second blood flow Q according to Q t , V 1 , and V t , the specific formula is:
    Q=Q t×(V 1/V t) 3/4Q = Q t × (V 1 / V t ) 3/4 .
  5. 根据权利要求4所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,所述从所述心肌的三维图像中分离获得冠状动脉树的三维图像的方法,包括:The method for accurately obtaining the blood flow of a large artery on the cardiac surface based on CT images according to claim 4, wherein the method for separating and obtaining the three-dimensional image of the coronary artery tree from the three-dimensional image of the myocardium includes:
    根据所述心脏的三维图像提取大动脉图像,对所述大动脉图像进行处理得到全大动脉互补图像,进行区域生长,得到含有冠状动脉入口的大动脉图像;Extract the aorta image according to the three-dimensional image of the heart, process the aorta image to obtain a complete aorta complementary image, perform regional growth, and obtain an aorta image including a coronary artery entrance;
    根据所述含有冠状动脉入口的大动脉图像与全大动脉互补图像,得到含有冠状动脉口的图像,确定冠状动脉入口;Determine the entrance of the coronary artery based on the image of the aorta containing the entrance of the coronary artery and the complementary image of the whole aorta to obtain an image containing the entrance of the coronary artery;
    在所述心肌三维图像上以冠状动脉入口为种子点,通过区域生长提取冠状动脉,计算冠状动脉的平均灰度和平均方差,根据冠脉灰度分布,沿着冠状动脉的延伸方向提取所述冠状动脉树的三维图像。Taking the coronary artery entrance as the seed point on the three-dimensional myocardial image, extracting the coronary artery through regional growth, calculating the average grayscale and average variance of the coronary artery, and extracting the coronary artery along the extending direction of the coronary artery according to the grayscale distribution of the coronary artery Three-dimensional image of coronary artery tree.
  6. 根据权利要求5所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,所述根据所述心脏的三维图像提取大动脉图像的方法包括:The method for accurately acquiring the blood flow of a large artery on the heart surface based on a CT image according to claim 5, wherein the method for extracting a large artery image from the three-dimensional image of the heart includes:
    根据所述心脏的三维图像,提取所述大动脉截面以及中心线;Extract the cross section of the aorta and the centerline according to the three-dimensional image of the heart;
    获取所述大动脉的截面半径r以及所述中心线总长度L;Obtain the cross-sectional radius r of the aorta and the total length L of the centerline;
    将所述中心线按照左二叉树规则分成独立的单根血管;Divide the center line into independent single blood vessels according to the rule of the left binary tree;
    按照所述左二叉树的顺序将单根所述血管进行排序,得到所述血管列表;Sort the single blood vessels according to the order of the left binary tree to obtain the blood vessel list;
    根据所述血管列表,获取所述大动脉图像。Acquire the aorta image according to the blood vessel list.
  7. 根据权利要求6所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,所述获取心脏表面任意一根大动脉血管及其下游血管的体积之和V 1的方法包括: The method for accurately obtaining the blood flow of a large artery on the heart surface based on CT images according to claim 6, wherein the method for obtaining the sum V 1 of the volume of any aortic vessel on the surface of the heart and its downstream vessels includes :
    根据所述大动脉的截面半径r获取所述截面面积S;Obtaining the cross-sectional area S according to the cross-sectional radius r of the aorta;
    根据采集的每个所述大动脉的截面之间时间差值获取相邻所述大动脉截面之间的中心线分段长度L 1Obtaining the length L 1 of the centerline segment between adjacent sections of the aorta according to the collected time difference between the sections of the aorta;
    根据每个所述截面面积S与L 1的乘积获取一个单元的大动脉血管的体积V 11Obtaining the volume V 11 of a unit of aortic blood vessel according to the product of each of the cross-sectional areas S and L 1 ;
    根据体积V 11的累积总和,获取所述心脏表面任意一根大动脉血管及其下游血管的体积之和V 1According to the cumulative sum of the volume V 11 , the volume sum V 1 of any aortic blood vessel on the surface of the heart and its downstream blood vessels is obtained.
  8. 根据权利要求7所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,所述根据所述冠状动脉树的三维图像,获取心脏表面全部血管的体积之和V t的方法包括: The method for accurately acquiring the blood flow of a large artery on the heart surface based on a CT image according to claim 7, characterized in that, based on the three-dimensional image of the coronary artery tree, a volume sum V t of all blood vessels on the surface of the heart is acquired The methods include:
    所述冠状动脉树的三维图像中含有3根所述大动脉血管;The three-dimensional image of the coronary artery tree contains three aortic vessels;
    3根所述大动脉血管V 1的累积之和即为心脏表面全部血管的体积之和V tThe cumulative sum of the three aortic vessels V 1 is the sum of the volume of all the vessels on the heart surface V t .
  9. 根据权利要求1~8任一项所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,所述对所述第二血流量Q依次进行傅里叶变换和傅里叶逆变换,获得修正后的第三血流量Q f的方法包括: The method for accurately acquiring the blood flow of a large artery on the cardiac surface based on a CT image according to any one of claims 1 to 8, wherein the second blood flow Q is sequentially subjected to Fourier transform and Fourier transform The method of inverse Fourier transform to obtain the corrected third blood flow Q f includes:
    通过傅里叶变换,将时间域下的第二血流量Q波形转换为频域下的第三血流量Q f波形。 By Fourier transform, the second blood flow Q waveform in the time domain is converted into the third blood flow Q f waveform in the frequency domain.
  10. 一种获取冠状动脉血管评定参数的方法,其特征在于,包括:A method for obtaining assessment parameters of coronary arteries includes:
    权利要求1~9任一项所述的基于CT图像精确获取心表某根大动脉的血流量的方法;The method for accurately obtaining the blood flow of a large artery on the cardiac surface based on CT images according to any one of claims 1 to 9;
    获取心表所述某根大动脉的最大充血态下的血管参数;Obtain the vascular parameters of the largest congestion state of a large artery mentioned on the heart table;
    根据修正后的第三血流量Q f波形和所述血管参数,获取冠状动脉血管评定参数。 Based on the corrected third blood flow Q f waveform and the blood vessel parameters, the coronary blood vessel assessment parameters are obtained.
  11. 根据权利要求10所述的获取冠状动脉血管评定参数的方法,其特征在于,所述血管参数包括:血管平均直径D、中心线总长度L、平均血流速度v、冠状动脉入口压力P a波形、冠状动脉狭窄远端的压力降ΔP波形。 The method of obtaining coronary artery evaluation parameter according to claim 10, wherein said blood vessel parameter comprises: Vascular average diameter D, the total length of the center line L, the average flow velocity v, the inlet pressure P a coronary artery waveform , Pressure drop ΔP waveform at the distal end of coronary artery stenosis
  12. 根据权利要求11所述的获取冠状动脉血管评定参数的方法,其特征在于,所述平均血流速度v的获取方法包括:The method for obtaining coronary artery vascular assessment parameters according to claim 11, wherein the method for obtaining the average blood flow velocity v includes:
    根据所述大动脉的截面半径r的累积之和除以累积个数,获得血管平均半径r;According to the cumulative sum of the cross-sectional radius r of the aorta divided by the cumulative number, the average radius r of the blood vessel is obtained;
    根据血管平均半径r获取血管平均直径D;Obtain the average blood vessel diameter D according to the average blood vessel radius r;
    根据第三血流量Q f波形,获取一个心跳周期内Q f平均值
    Figure PCTCN2019113411-appb-100002
    According to the third blood flow Q f waveform, obtain the average value of Q f within a heartbeat cycle
    Figure PCTCN2019113411-appb-100002
    根据Q f、D获取平均血流速度v,具体公式为: Obtain the average blood flow velocity v according to Q f and D. The specific formula is:
    Figure PCTCN2019113411-appb-100003
    Figure PCTCN2019113411-appb-100003
  13. 根据权利要求12所述的获取冠状动脉血管评定参数的方法,其特征在于,所述冠状动脉血管评定参数包括:微循环阻力指数IMR、冠状动脉血流储备分数FFR;The method for obtaining coronary artery vascular assessment parameters according to claim 12, wherein the coronary artery vascular assessment parameters include: microcirculation resistance index IMR and coronary blood flow reserve fraction FFR;
    所述
    Figure PCTCN2019113411-appb-100004
    或所述
    Figure PCTCN2019113411-appb-100005
    Said
    Figure PCTCN2019113411-appb-100004
    Or said
    Figure PCTCN2019113411-appb-100005
    其中,
    Figure PCTCN2019113411-appb-100006
    表示一个心跳周期内P a波形与ΔP压力波形对应点之差的平均值,
    Figure PCTCN2019113411-appb-100007
    表示一个心跳周期内P a波形上的冠状动脉入口压力P a的平均值。
    among them,
    Figure PCTCN2019113411-appb-100006
    Represents the average value of the difference between the corresponding points of the Pa waveform and the ΔP pressure waveform within a heartbeat cycle,
    Figure PCTCN2019113411-appb-100007
    Represent the mean coronary inlet pressure P a P a waveform of a heartbeat period.
  14. 根据权利要求11所述的获取冠状动脉血管评定参数的方法,其特征在于,所述冠状动脉入口P a的波形获取方法包括: The method of obtaining coronary artery evaluation parameter according to claim 11, wherein said coronary artery inlet P a waveform acquisition method comprising:
    根据无创检测仪测量得到患者的舒张压和收缩压;The diastolic and systolic blood pressure of the patient can be measured according to the non-invasive detector;
    根据公式
    Figure PCTCN2019113411-appb-100008
    获取平均动脉压,其中,Psys表示收缩压,Pdia表示舒张压;
    According to the formula
    Figure PCTCN2019113411-appb-100008
    Obtain the average arterial pressure, where Psys represents systolic pressure and Pdia represents diastolic pressure;
    基于所述CT图像,获得所述CT图像的心跳周期的时间t 1Based on the CT image, the time t 1 of the heartbeat cycle of the CT image is obtained;
    将已知的流速波形上的心跳周期时间调整为t 1Adjust the heartbeat cycle time on the known flow velocity waveform to t 1 ;
    基于已知的主动脉压力波形,获取P z-it 1流量波形,其中,i表示在P z-it 1流量波形中含有的心跳周期个数,i≥1; Based on the known aortic pressure waveform, the P z -it 1 flow waveform is obtained, where i represents the number of heartbeat cycles contained in the P z -it 1 flow waveform, i≥1;
    根据公式:
    Figure PCTCN2019113411-appb-100009
    其中,P zt表示获取P z-it 1流量波形中j个心跳周期内P z的平均值,1≤j≤i;
    According to the formula:
    Figure PCTCN2019113411-appb-100009
    Wherein, P zt P z denotes an average value acquired in the flow waveform P z -it 1 in the j-th heartbeat period, 1≤j≤i;
    根据公式P a=P z×P t mean/P zt,获取冠状动脉入口压力P a波形。 According to the formula P a = P z × P t mean / P zt , the waveform of the coronary inlet pressure P a is obtained .
  15. 根据权利要求14所述的获取冠状动脉血管评定参数的方法,其特征在于,所述冠状动脉狭窄远端的压力降ΔP波形的获取方法包括:The method for obtaining assessment parameters of coronary arteries according to claim 14, wherein the acquisition method of the pressure drop ΔP waveform at the distal end of the coronary artery stenosis includes:
    对冠状动脉树的三维图像进行三维网格分割;3D mesh segmentation of 3D image of coronary artery tree;
    在每一个时间域下,基于时间域下的第三血流量波Q f波形,根据血流量除以面积等于流速,获取时间域下的血流速度波形,根据傅里叶变换获取频域下的血流速度波形,采用数值法求解连续性和Navier-Stokes方程求解频域下的冠状动脉入口至冠状动脉狭窄远端的压力降ΔP fIn each time domain, based on the third blood flow wave Q f waveform in the time domain, the blood flow velocity waveform in the time domain is obtained based on the blood flow divided by the area equal to the flow rate, and the frequency domain is obtained according to the Fourier transform Blood flow velocity waveform, using numerical method to solve continuity and Navier-Stokes equation to solve the pressure drop ΔP f from the entrance of coronary artery to the distal end of coronary artery stenosis in frequency domain;
    基于傅里叶逆变换,求得时域态下的ΔP波形。Based on the inverse Fourier transform, the ΔP waveform in the time domain state is obtained.
  16. 根据权利要求15所述的获取冠状动脉血管评定参数的方法,其特征在于,所述采用数值法求解连续性和Navier-Stokes方程求解冠状动脉入口至冠状动脉狭窄远端的压力降△P的方法包括:The method for obtaining assessment parameters of coronary arteries according to claim 15, characterized in that the method for solving the continuity and Navier-Stokes equations to obtain the pressure drop ΔP from the entrance of the coronary artery to the distal end of the coronary artery stenosis using a numerical method include:
    采用数值法求解连续性和Navier-Stokes方程,具体公式为:The numerical method is used to solve the continuity and Navier-Stokes equations, the specific formula is:
    Figure PCTCN2019113411-appb-100010
    Figure PCTCN2019113411-appb-100010
    Figure PCTCN2019113411-appb-100011
    Figure PCTCN2019113411-appb-100011
    其中,
    Figure PCTCN2019113411-appb-100012
    P、ρ、μ分别表示冠状动脉的血流速度、压力、血流密度、血流粘性。
    among them,
    Figure PCTCN2019113411-appb-100012
    P, ρ, and μ represent the coronary blood flow velocity, pressure, blood flow density, and blood flow viscosity, respectively.
  17. 一种基于CT图像精确获取心表某根大动脉的血流量的装置,用于权利要求1~10任一项所述的基于CT图像精确获取心表某根大动脉的血流量的方法,其特征在于,包括:依次连接的第一血流量获取单元、第二血流量获取单元和第三血流量获取单元;A device for accurately acquiring blood flow of a large artery on the heart surface based on a CT image, for a method for accurately acquiring blood flow of a large artery on the heart surface based on a CT image according to any one of claims 1 to 10, characterized in that Including: a first blood flow acquisition unit, a second blood flow acquisition unit and a third blood flow acquisition unit connected in sequence;
    所述第一血流量获取单元,用于根据心肌容积和已知的一个流速波形,获取最大充血态下的冠脉入口处的第一血流量Q t波形; The first blood flow obtaining unit is configured to obtain the first blood flow Q t waveform at the entrance of the coronary artery in the maximum congestion state according to the myocardial volume and a known flow velocity waveform;
    所述第二血流量获取单元,用于接收第一血流量获取单元发送的最大充血态下的冠脉入口处的所述第一血流量Q t波形,根据Q t波形获取心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形; The second blood flow acquisition unit is configured to receive the first blood flow Q t waveform at the entrance of the coronary artery in the maximum congestion state sent by the first blood flow acquisition unit, and acquire any one of the heart surface according to the Q t waveform The second blood flow Q waveform of the aortic vessel and its downstream vessels;
    所述第三血流量获取单元,用于接收第二血流量获取单元发送的心脏表面任意一根大动脉血管及其下游血管的第二血流量Q波形,对所述第二血流量Q波形依次进行傅里叶变换和傅里叶逆变换,获得修正后的第三血流量Q f波形。 The third blood flow acquisition unit is configured to receive the second blood flow Q waveform of any aortic vessel on the heart surface and the downstream blood vessel sent by the second blood flow acquisition unit, and sequentially perform the second blood flow Q waveform Fourier transform and inverse Fourier transform to obtain the corrected third blood flow Q f waveform.
  18. 根据权利要求17所述的基于CT图像精确获取心表某根大动脉的血流量的装置,其特征在于,还包括:与所述第一血流量获取单元连接的心肌三维重建单元;The device for accurately acquiring the blood flow of a large artery on the cardiac surface based on a CT image according to claim 17, further comprising: a three-dimensional myocardial reconstruction unit connected to the first blood flow acquisition unit;
    所述心肌三维重建单元包括依次连接的CT图像分割模块、三维重建模块和心肌三维图像模块,所述心肌三维图像模块与所述第一血流量获取单元连接;The myocardial three-dimensional reconstruction unit includes a CT image segmentation module, a three-dimensional reconstruction module and a myocardial three-dimensional image module connected in sequence, and the myocardial three-dimensional image module is connected to the first blood flow acquisition unit;
    所述CT图像分割模块,用于分割心脏CT图像,获取心脏的计算机断层扫描血管造影CT图像信息;The CT image segmentation module is used to segment the CT image of the heart to obtain CT image information of the computed tomography angiography of the heart;
    所述三维重建模块用于接收所述CT图像分割模块发送的造影CT图像信息,重建,获得心脏的三维图像;The three-dimensional reconstruction module is used to receive contrast CT image information sent by the CT image segmentation module, and reconstruct to obtain a three-dimensional image of the heart;
    所述心肌三维图像模块,用于接收所述三维重建模块发送的心脏的三维图像,从心脏的三维图像中分离获得心肌的三维图像。The myocardial three-dimensional image module is configured to receive the three-dimensional image of the heart sent by the three-dimensional reconstruction module, and separate the three-dimensional image of the myocardium from the three-dimensional image of the heart.
  19. 一种冠状动脉分析系统,其特征在于,包括:权利要求17~18任一项所述的基于CT图像精确获取心表某根大动脉的血流量的装置。A coronary artery analysis system, characterized by comprising: the device for accurately acquiring the blood flow of a large artery on the heart surface based on CT images according to any one of claims 17 to 18.
  20. 一种计算机存储介质,其特征在于,计算机程序被处理器执行时实现权利要求1~10任一项所述的基于CT图像精确获取心表某根大动脉的血流量的方法。A computer storage medium, characterized in that, when a computer program is executed by a processor, the method for accurately acquiring the blood flow of a large artery on the cardiac surface based on a CT image according to any one of claims 1 to 10 is realized.
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